diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 173fa9ad4567ac3c3419fbb0e107307f5f81f73a..317cebed4c6310a85a222d8a7fa666b5c8c2ae34 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": "20260529T180028Z", - "generated_at": "2026-05-29T18:06:24Z", + "snapshot_id": "20260530T000035Z", + "generated_at": "2026-05-30T00:09:30Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,40 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-44514-5", - "summary": "Cluster of 3 issues and 2 PRs centered on issue #44521.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 44521, - "canonical_pr_number": 44535, - "issue_numbers": [ - 44514, - 44521, - 44545 - ], - "pr_numbers": [ - 44535, - 44543 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44535, - "right_pr_number": 44543, - "code_similarity": 0.121, - "size_similarity": 0.477, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.169, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1648,6 +1614,81 @@ } ] }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1924,17 +1965,7 @@ ] } ], - "duplicate_issues": [ - { - "cluster_id": "cluster-44514-5", - "canonical_issue_number": 44521, - "duplicate_issue_numbers": [ - 44514, - 44545 - ], - "reason": "Issues in cluster-44514-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." - } - ], + "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -1963,6 +1994,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1998,15 +2038,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44514-5", - "canonical_pr_number": 44535, - "duplicate_pr_numbers": [ - 44543 - ], - "target_issue_number": 44521, - "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2036,10 +2067,10 @@ } ], "best_issue": { - "cluster_id": "cluster-44514-5", - "issue_number": 44521, - "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", - "score": 171.0 + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index db2c056311a63a5a98f7199b82d7c5fd933bfcd1..a3234665d5e0bc688e75df6cd1a5fd2453bf1456 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": "20260529T180028Z", - "generated_at": "2026-05-29T18:06:24Z", + "snapshot_id": "20260530T000035Z", + "generated_at": "2026-05-30T00:09:30Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:24643", "issue:30277", @@ -80,8 +80,8 @@ "issue:45901|issue:46015", "issue:44509|issue:44512", "issue:35545|issue:36010", - "issue:44918|issue:46165", "issue:44805|issue:45823", + "issue:44918|issue:46165", "issue:43638|issue:44805", "issue:43638|issue:46165", "issue:43596|issue:44805", @@ -96,8 +96,8 @@ "issue:43039|issue:45161", "issue:43975|issue:44457", "issue:44292|issue:44457", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -106,14 +106,14 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:43828|issue:45161", + "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43828|issue:44292", - "issue:43716|issue:45685", "issue:43541|issue:43716", - "issue:44292|issue:44918", + "issue:43716|issue:45685", "issue:43716|issue:44292", + "issue:44292|issue:44918", "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -138,454 +138,448 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "bfe06af2d0def03f6a34dc804d5383d4140e7ad7ea0bc08327cb157be2f5cdb6", + "prepared_review_unit_hash": "cac2bcfa1bfd5b36352a84ccb3293cc932249e05d9371bb525c6baf98870a385", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48408, - "estimated_input_tokens": 12102, - "estimated_eval_tokens": 24460 + "serialized_chars": 48403, + "estimated_input_tokens": 12101, + "estimated_eval_tokens": 24458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, with a few real duplicate subclusters: DeepSpeed ZeRO-3 BERT index errors, v5 docs cleanup around removed pipeline tasks, and AutoTokenizer wrong-token-ID regressions. Most other pairs are only broadly similar and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer-regression slice: it generalizes the Granite-only report to multiple model families and captures the shared v5 AutoTokenizer wrong-token-ID failure mode.", + "summary": "This cluster is mostly heterogeneous. Only two soft edges look like true duplicates: the Granite AutoTokenizer regression and the Bert/DeepSpeed ZeRO-3 IndexError; the rest are different models, subsystems, or docs issues.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest clear bug report in the cluster: it covers the same AutoTokenizer v5 regression as issue:45812, but across multiple affected model families and with broader current impact.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the most useful overall representative here because it covers the widest concrete regression among the issue set, even though the cluster also contains unrelated docs and training/runtime bugs.", + "best_issue_reason": "issue:45920 is the best duplicate target because it is the most general, actionable report for the tokenizer regression family and is still open.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute error in Qwen3.5 vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and code paths: AMD GPU failure vs MPS histogram op not implemented." + "reason": "Different hardware/runtime bugs: AMD GPU failure vs MPS histogram integer issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "One is image-preprocessor dtype mismatch; the other is a GPU/device mapping crash on a different model." + "reason": "Different models and failure modes; one is image dtype mismatch, the other is AMD GPU support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3 on AMD GPUs." + "reason": "Both are dtype/device-related in broad terms, but they are different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated runtime failures: AMD GPU crash vs GraniteMoEHybrid invalid-method call." + "reason": "Unrelated model/backend issues; GPT-OSS AMD GPU support is not the same as GraniteMoEHybrid invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures: Qwen3 NVFP4 error vs AMD GPU device issue." + "reason": "Different model families and errors; no clear shared bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + "reason": "DeepSpeed collectives mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export bug vs FP8 config failure; only the surface area overlaps." + "reason": "Different problems: ONNX export vs FP8 config handling." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error is unrelated to Qwen3 auto device-mapping cuda asserts." + "reason": "ModernBERT ONNX export is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are distinct documentation/runtime issues." + "reason": "Both are docs/task issues, but they cover different topics and fixes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs, but they target different removals and are not the same concrete cleanup." + "reason": "Both are v5 docs regressions, but they concern different removed items and documentation areas." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import failure are different breakages." + "reason": "ONNX export error and GenerationMixin import error are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch and device-map forward mismatch are different bugs." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking error is unrelated to resume-training with trust-remote-code." + "reason": "Different training/resume issues with no evidence of the same root cause." }, { - "left": "issue:44805", - "right": "issue:45823", + "left": "issue:43638", + "right": "issue:44805", "accept": false, - "reason": "Mask/tensor shape mismatch is a different code path from Gemma4 PLE device placement." + "reason": "Both mention indexing/shape errors, but the training setups and failing paths differ." }, { "left": "issue:43638", - "right": "issue:44805", + "right": "issue:46165", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3 BERT init and the other is a different mask/shape mismatch." + "reason": "Bert ZeRO-3 IndexError and training resume with trust_remote_code are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same as above: related symptoms, different underlying failure modes." + "reason": "Both are IndexError/shape-style failures, but not the same code path or setup." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape-mismatch IndexError and GPT-OSS TP-only bug are not the same issue." + "reason": "Different failures: mask/index shape mismatch vs GPT-OSS tensor parallel issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration is unrelated to training resume/trust-remote-code." + "reason": "Different areas: Qwen3-vl video StopIteration vs resume-training issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bugs: ZeRO-3 BERT init vs resuming local model training with remote code." + "reason": "Different training failures; no shared bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Shape-mask IndexError and SFT embedding unpacking are different failure modes." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx in config is unrelated to the resume-training issue." + "reason": "Config field regression and resume-training issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective-mismatch in Jamba/ZeRO-3 is not the same as BERT zero-3 index error." + "reason": "Both involve distributed training, but the concrete failures differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; the titles only differ in pretrained vs non-pretrained wording." + "reason": "Same underlying ZeRO-3/Bert initialization bug causing index-0-out-of-bounds during load/train." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is a different failure from GPT-OSS MoE tensor-parallelism." + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP issue are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are different bugs." + "reason": "Different issues around detokenization vs LoRA save/load consistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA weight-merging inconsistency." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape IndexError." + "reason": "Both are DeepSpeed-related, but they are distinct runtime errors on different paths." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." + "reason": "Different shape errors under different training stacks; not the same bug." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU-offload compatibility and the other is uninitialized-memory materialization." + "reason": "Both concern Qwen3_5Moe rotary embedding, but one is CPU offload compatibility and the other is uninitialized memory after materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT init bug and GPT-OSS TP-only bug do not share a concrete code path." + "reason": "Bert ZeRO-3 load failure and GPT-OSS tensor-parallel problem are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both are docs regressions, but they concern different removed features and should not be merged." + "reason": "Activation checkpointing/FSDP tensor-size mismatch and CustomTrainer compute_loss signature change are different issues." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are different model-specific issues." + "reason": "Different distributed-training and model-parallel bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to the Qwen3-vl video StopIteration." + "reason": "Different model families and error types." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated." + "reason": "Gemma3 vLLM config regression and Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer v5 token-ID regression; 45812 is the Granite-specific instance of the broader multi-model report in 45920." + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch and expensive reverse-embedding lookup are different Gemma4 bugs." }, { - "left": "issue:44863", - "right": "issue:46015", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs drift." + "reason": "Torch version compatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Ovis checkpoint corruption and NemotronH load failure are separate model/checkpoint problems." + "reason": "Autocast dtype mismatch and GPT-OSS MoE TP issue are different bugs." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure is unrelated to RAG documentation." + "reason": "Different failures in different training/runtime paths." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Qwen3 device-mapping assert and BERT ZeRO-3 index error are different failures." + "reason": "Different model/runtime errors; not the same underlying bug." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device mapping." + "reason": "Mixtral torch dynamo tracing error and Mistral-3 image dtype mismatch are unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "AMD GPU inference failure and RAG docs drift are unrelated." + "reason": "Different model and backend issues." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "TextClassificationPipeline return_all_scores docs mismatch is unrelated to the removed run command docs." + "reason": "Different errors and model families." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same v5 docs cleanup around removed pipeline tasks; both point to outdated summarization/translation pipeline documentation." + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue and Qwen3.5 embedding unpacking are different bugs." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram integer error are unrelated." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "cross_entropy being called is unrelated to the mask/tensor shape mismatch." + "reason": "Liger Kernel cross_entropy dispatch and Qwen3.5 embedding unpacking are different problems." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Auto device mapping on Qwen3 and ZeRO-3 BERT index error are separate code paths." + "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are similar in shape but not the same concrete bug." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram-int limitation are unrelated." + "reason": "Both are docs regressions, but they reference different removed functionality." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "TRL SFT unpacking failure and MPS histogram op error are not the same underlying bug." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:45685", "accept": false, - "reason": "Different failures: autocast dtype mismatch vs Qwen3 NVFP4 runtime error." + "reason": "Different dtype/device and MPS backend issues." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3 NVFP4 errors." + "reason": "Unrelated training bug vs MPS backend bug." }, { "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." - }, - { - "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43828", "accept": false, - "reason": "Qwen3 auto device mapping assert and ZeRO-3 BERT index error are unrelated." + "reason": "Different code paths: Liger cross-entropy call vs autocast dtype mismatch." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram-int error are different bugs." + "reason": "Different distributed training and trainer API compatibility issues." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to the Mistral-3 dtype mismatch." + "reason": "Different failures: activation checkpointing mismatch vs GenerationMixin import breakage." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU runtime failure and outdated docs are unrelated." + "reason": "GPU model support issue and outdated RAG docs are unrelated." }, { "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy and Qwen3.5 SFT unpacking are different issues." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "AMD GPU inference failure and table QA crash are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:45874", + "right": "issue:44805", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup are distinct bugs in the same model family." + "reason": "Different bugs in unrelated training paths." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3 NVFP4 runtime failure." + "reason": "Both are ZeRO-3 loading errors, but they involve different models and likely different root causes." }, { - "left": "issue:34928", + "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-mapping assert are different problems." + "reason": "Gemma3 vLLM config regression and Qwen3 auto device mapping cuda assert are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram op limitation are unrelated." + "reason": "AMD GPU support issue and table QA crash are unrelated." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Different failures: autocast mismatch vs Qwen3 NVFP4 runtime error." + "reason": "TextClassificationPipeline docs and transformers run command docs are different documentation issues." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Qwen3.5 SFT unpacking failure and MPS histogram op limitation are different bugs." + "reason": "Different subsystems and failure modes." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Liger Kernel cross_entropy and Qwen3.5 embedding unpacking are not the same code path." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "cross_entropy being called is unrelated to the video StopIteration error." + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs for Granite models." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint-loading failure and RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis checkpoint corruption and NemotronH checkpoint loading are distinct issues." + "reason": "Corrupted Ovis2 checkpoint and NemotronH loading failure are different issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen3 NVFP4 failure and RAG docs drift are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs issue are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted duplicate subclusters are well supported by the titles/body themes: ZeRO-3 BERT index errors (43596/43638), v5 docs cleanup around removed pipeline tasks (43827/44509), and AutoTokenizer wrong-token-ID regressions (45812/45920). The rejected pairs mostly involve clearly different model/backend/runtime failures. No obvious overstatement or unsafe mergeability call stands out." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one broad tokenizer regression target and one closely related ZeRO-3/Bert IndexError pair, while treating the rest as heterogeneous. The accepted soft-edge duplicates are supported by strong title-level overlap, and there is no clear evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -598,13 +592,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36010", "issue:39186", @@ -657,26 +651,26 @@ ], "soft_pairs": [ "issue:39290|issue:43531", - "issue:43792|issue:45901", - "issue:43425|issue:45070", "issue:43854|issue:43866", + "issue:43792|issue:45901", "issue:41093|issue:43638", + "issue:43425|issue:45070", "issue:43596|issue:45800", - "issue:43792|issue:45070", "issue:43975|issue:45901", + "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:45464|issue:45685", "issue:43404|issue:43866", + "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", "issue:45800|issue:45823", "issue:41093|issue:41762", - "issue:43572|issue:45070", "issue:43296|issue:43366", + "issue:43572|issue:45070", "issue:43541|issue:45161", "issue:44387|issue:45005", "issue:43828|issue:45464", @@ -689,21 +683,21 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", - "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:40990|issue:44960", - "issue:43645|issue:45399", + "issue:39186|issue:44918", "issue:45632|issue:45698", - "issue:43404|issue:45005" + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960" ], - "prepared_review_unit_hash": "19adf954ae91fea319a2a32a39fb35cc585ebfddcf446733528625d8e0827834", + "prepared_review_unit_hash": "f9952b960ec7fffc1cd7c478b4611c2082cd2014ce48a2a566b53cbbb57ff4c5", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, @@ -718,246 +712,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous. The only loose common thread is broad Transformers v5 loading/compatibility regressions, but the individual reports point to different models, APIs, and failure modes, so I would not merge any soft pair as true duplicates.", - "confidence": 0.43, - "canonical_issue_reason": "If one issue must represent the cluster, #45020 is the broadest and most umbrella-like report: a v5 regression affecting remote_code/custom model loading. It is the closest fit for the noisy loading/compatibility subtheme.", + "summary": "These issues are mostly a heterogeneous mix of unrelated Transformers regressions and model-specific runtime failures. There is no strong duplicate cluster here; the soft pairs look thematically similar at best, but not the same underlying bug or fix.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45698 is the broadest and most representative loading regression in the set: it concerns incorrect custom-module resolution after save/load, has active discussion, and is more general than the narrower model-specific failures around it.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best representative because it is broad, clearly framed as a regression, and most plausibly overlaps with adjacent custom-model loading complaints, even though it is not a true duplicate of the rest.", + "best_issue_reason": "issue:45698 is the best anchor for triage because it describes a concrete, user-facing regression with wider applicability than the other items and is easy to action independently.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they are different model families and different concrete failures; too model-specific to be the same bug." + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Unrelated failures: Whisper model load/run problem vs table-question-answering task crash." + "reason": "One is a model-load failure in tests, the other is a corrupted checkpoint; these are not the same bug." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "A generic Torch-version incompatibility is not the same as a pydantic PretrainedConfig field regression." + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated code paths." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Different problems: one is a unit-test/model load failure, the other is a corrupted checkpoint." + "reason": "Both are tensor shape/index errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3/BertModel zero-size index error." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Different error signatures and repros: mask shape mismatch vs zero3/BertModel index-out-of-bounds." + "reason": "Torch-version incompatibility and a PretrainedConfig/pydantic regression are different problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3/BERT initialization failure and a torch/transformers incompatibility are different issues." + "reason": "ZeRO-3/Bert index error is not the same as a torch 2.4.1 vs transformers 5.8.0 compatibility issue." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure is not the same bug as the pydantic field regression." + "reason": "Incorrect detokenization and table QA crashes do not share the same underlying bug." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Incorrect detokenization and table QA crashes are unrelated code paths." + "reason": "Whisper runtime failure is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different APIs and symptoms; not enough evidence for one underlying defect." + "reason": "Both involve Qwen3.5 chat, but one is a crash in chat usage and the other is a streaming inference API failure; too different to merge." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to the table QA crash." + "reason": "Qwen-3 NVFP4 loading/runtime failure and table QA crashes are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes; only a vague theme of config/model compatibility." + "reason": "Gemma3 sliding-window config error and Gemma4 device mismatch are different bugs despite both being model-specific regressions." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Streaming chat failure and an MPS Int kernel limitation are unrelated." + "reason": "Tied lm_head weights vs corrupted checkpoint are not the same issue." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Missing lm_head tying in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Streaming chat API failure and an MPS histogram op error in MoE are different runtime paths." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and an MPS histogram kernel issue are different code paths." + "reason": "Grouped_mm tracing failure in Mixtral and an MPS Int histogram issue are unrelated backend-specific bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve dtype-ish failures, but the model, operation, and trigger differ materially." + "reason": "Both are dtype/backend runtime errors, but they affect different models and triggers (torch dynamo tracing vs autocast)." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compilation errors are not the same bug." + "reason": "Voxtral processor failure and a template-node compile TypeError are not the same problem." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin from transformers.generation is unrelated to a Gemma3 sliding_window config issue." + "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window config error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and a Gemma4 device mismatch are different defects." + "reason": "Torch/transformers version incompatibility and a Gemma4 device-map mismatch are distinct regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-length mismatch and zero-sized tensor index-out-of-bounds are different runtime errors." + "reason": "Both are IndexError reports, but one is mask-shape mismatch and the other is Gemma3ForConditionalGeneration under DeepSpeed ZeRO-3." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." + "reason": "PaddleOCR-VL loading in vLLM and gpt-oss GGUF support are different feature gaps/issues." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic breakage." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different model families and different execution contexts; not the same concrete failure." + "reason": "Mixtral tracing failure and GPT-OSS MoE tensor-parallel issue are different MoE bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 CUDA memory regression and tied-weights translation-model issues are separate bugs." + "reason": "Int4 CUDA reserved-memory/OOM regression is not the same as tied-weights issues on translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failures are different paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failures are different model/runtime paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling and the PretrainedConfig pydantic field issue are different compatibility breaks." + "reason": "init_empty_weights/_is_hf_initialized TypeError and a pydantic config-field regression are unrelated." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are version-compatibility themed, but one is remote_code/custom-model breakage and the other is a specific torch/transformers incompatibility." + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad and not the same concrete bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding_window handling in Qwen3-MoE is not the same bug as the pydantic model field regression." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Dynamo tracing grouped_mm failure and missing Float8 storage support are different runtime failures." + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index/shaping errors, but the specific tensor shapes, repro, and subsystem differ." + "reason": "Two index errors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 initialization bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality and AutoModel/pipeline nonsensical results are related to vision-text performance, but not the same concrete defect." + "reason": "Siglip2 text-embedding quality regression and siglip2 nonsensical AutoModel/pipeline results are related only at the model family level, not the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary embedding memory are distinct model-construction bugs." + "reason": "Both involve Qwen3.5 multimodal internals, but one is from_config text_config unwrapping and the other is uninitialized rotary embedding memory after to_empty(cuda)." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." + "reason": "TensorBoard/TensorFlow backend detection and torch-version incompatibility are unrelated." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking under TRL are different failure modes." + "reason": "Gemma3 dtype mismatch and Qwen3.5 embedding unpacking with TRL are different model-specific bugs." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking are unrelated training/runtime issues." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:45632", + "right": "issue:45698", "accept": false, - "reason": "GPT-OSS perplexity regression and GLM5 are not the same issue; no shared concrete failure is evident." + "reason": "Both involve custom-module loading, but one is a trust_remote_code cache-path collision and the other is wrong module selection after save_pretrained; different root causes." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are separate compatibility bugs." + "reason": "Jupyter custom-model initialization regression and flash-attn2 fallback blocking are separate issues." }, { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:43404", + "right": "issue:45005", "accept": false, - "reason": "Both concern custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." + "reason": "Untied lm_head weights in Mistral3 and tied-weights translation-model regressions are only broadly related, not the same concrete bug." }, { - "left": "issue:43404", - "right": "issue:45005", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "Un-tied lm_head weights in Mistral3 and tied-weights translation model issues are related only at a very high level, not the same code-path problem." + "reason": "High perplexity on gpt-oss and the generic GLM5 issue are not the same failure." } ] }, @@ -973,13 +967,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36331", "issue:38175", @@ -1034,11 +1028,11 @@ "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:44863|issue:45005", "issue:44360|issue:44512", + "issue:44863|issue:45005", "issue:44918|issue:45507", - "issue:43975|issue:44292", "issue:44492|issue:44512", + "issue:43975|issue:44292", "issue:44292|issue:45507", "issue:43950|issue:44534", "issue:39692|issue:43054", @@ -1048,189 +1042,190 @@ "issue:41628|issue:45800", "issue:43872|issue:44589", "issue:43950|issue:45902", - "issue:43054|issue:45701", "issue:43866|issue:44403", "issue:38175|issue:43054", "issue:41553|issue:43883", "issue:45663|issue:45902", + "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:42947|issue:44387", - "issue:43054|issue:43493", "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45237", + "issue:43054|issue:43493", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:45685|issue:45823" + "issue:45685|issue:45823", + "issue:43881|issue:43883" ], - "prepared_review_unit_hash": "0deb6d4706b62281528927ea97b64076254d28c4438ccd8ac909ea87d958240d", + "prepared_review_unit_hash": "0c7fe892f5a62240d6b98e084cc420d4e9d6b85044cf89da5d881fda92a99167", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37276, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "soft_pair_count": 34, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are not duplicates: they share a model family or subsystem, but the reported failures are different. The only clear duplicate-style pair is the non-persistent buffer regression (`issue:43950` / `issue:44534`).", - "confidence": 0.83, - "canonical_issue_reason": "`issue:43950` is the best canonical issue for the non-persistent buffer regression because it precisely names the `from_pretrained()` corruption behavior and the 5.x regression; `issue:44534` is a shorter rephrasing of the same bug.", + "summary": "Most pairs are clearly different issues; the only strong duplicate cluster here is the Transformers 5.x non-persistent-buffer corruption regression. No PRs were provided.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest, most general report of the non-persistent-buffer regression and best captures the underlying core bug shared by the related variants.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43950` is the strongest representative issue in this set: it is specific, clearly scoped, and describes the underlying regression more directly than the broader rewording in `issue:44534`.", + "best_issue_reason": "issue:43950 is the best representative issue because it states the root regression directly, is broadly applicable, and subsumes the narrower buffer-corruption symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config error versus a flash-attn2 fallback gating issue." + "reason": "Different failures: FineGrainedFP8Config vs flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to translation model tied-weights handling." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights translation-model behavior." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different bug from tied-weights regressions." + "reason": "Quantization/offloading behavior is a different problem from tied weights in translation models." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." + "reason": "Unrelated: DSA indexer activation bug vs docs cleanup." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "A DSA indexer/kernel bug is unrelated to a documentation typo." + "reason": "Checkpoint loading failure for NemotronH is not the same as tied-weights v5 issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method calls are different code paths." + "reason": "Different code paths and symptoms: TRL input unpacking vs invalid method call." }, { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different bugs." + "reason": "A typo in cache-strategy docs is unrelated to removed run-command docs." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Cache-strategy typo is not the same as the removed CLI command docs issue." + "reason": "Detokenization bug and NVFP4 load error are different model-specific failures." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Runtime error on Qwen-3-8B-NVFP4 is unrelated to GraniteMoEHybrid invoking an invalid method." + "reason": "Qwen-3 NVFP4 loading failure does not match GraniteMoEHybrid invalid-method failure." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are being filled/corrupted during load in Transformers v5." + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers 5.x." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to the text-embedding quality complaint." + "reason": "Docs example errors are not the same as a general SigLIP2 embedding-quality regression." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code missing-fields behavior is a different issue from non-persistent buffer corruption." + "accept": true, + "reason": "Both report the same non-persistent-buffer junk/corruption bug in v5." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to Qwen3.5 position_ids / SDPA behavior." + "reason": "Autocast dtype mismatch is not the same as Qwen3.5 3D position_ids/SDPA fallback instability." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + "reason": "Trainer API kwarg mismatch and DeepSpeed ZeRO-3 loading index error are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are not the same bug." + "reason": "Missing AutoImageProcessor export is not the same as torch/transformers version incompatibility." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to the float8 storage lookup error." + "reason": "bitsandbytes Int8Params incompatibility and Float8 storage lookup error are different quantization issues." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve buffer materialization, but one is a generic non-persistent-buffer regression and the other is Qwen3_5Moe `inv_freq` uninitialized-memory behavior." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality regression is unrelated to a broad tokenization-version change report." + "accept": true, + "reason": "The Qwen3_5Moe inv_freq uninitialized-memory bug is a concrete manifestation of the same non-persistent-buffer regression." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint and loading noise are different levels of failure." + "reason": "Corrupted Ovis2 checkpoint is not the same as generic loading noise." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Zero probabilities and worse text embeddings are related to SigLIP2, but they describe different concrete symptoms." + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 symptoms." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging is unrelated to a missing model attribute on MolmoForCausalLM." + "reason": "Bad Voxtral tokenizer error message is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is a different mechanism from Qwen3_5Moe uninitialized memory after materialization." + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5Moe buffer initialization." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is not a tokenizer-version-change issue." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash Attention illegal-memory access on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + "reason": "Flash-Attention illegal-memory-access on Qwen3.5 is different from CPU-offload rotary-embedding incompatibility." }, { "left": "issue:42947", @@ -1238,59 +1233,71 @@ "accept": false, "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both are about SigLIP2, but one is an end-to-end embedding quality complaint and the other is HF/JAX parity; not the same concrete failure." - }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." + "reason": "Voxtral tokenizer loading error is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific inability to load ScandiBERT." + "reason": "Generic loading noise and ScandiBERT load failure are not the same bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same as a specific inability to load cjvt/sleng-bert." + "reason": "Generic loading noise and sleng-bert load failure are different reports." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too different to treat as the same bug." + "reason": "MPS histogram support error is unrelated to Gemma4 device-map mismatch." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:45020", + "right": "issue:43643", "accept": false, - "reason": "Detokenization regression is unrelated to AMD GPU support failure." + "reason": "Broad remote_code breakages are not specific enough to match the missing-fields AutoConfig bug." }, { - "left": "issue:44403", - "right": "issue:44512", + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Loading noise and a removed command in docs are different issues." + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are different model/backend bugs." + "reason": "Device/backend-specific MPS issue is not the same as Gemma4 forward device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and Molmo missing attribute are different model bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are separate model-loading failures, not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:43950 over the shorter rewording issue:44534 is well supported by the titles, and the other soft-edge rejections stay within the evidence in the packet without overclaiming duplicates. I don\u2019t see a pair marked true that looks unrelated, and the summary remains appropriately cautious." + "feedback": "Grounded overall. The summary stays conservative and correctly identifies the non-persistent-buffer regression cluster (43950/43644/44534/45902) while treating the rest as distinct. No PR pairs were present, so there\u2019s no mergeability concern." }, "evaluator_used": true, "retried": false, @@ -1303,13 +1310,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:24643", "issue:30064", @@ -1320,6 +1327,7 @@ "issue:42915", "issue:42947", "issue:43257", + "issue:43366", "issue:43404", "issue:43638", "issue:43742", @@ -1331,8 +1339,6 @@ "issue:43854", "issue:43866", "issue:43872", - "issue:43881", - "issue:43883", "issue:43940", "issue:43950", "issue:44220", @@ -1361,259 +1367,259 @@ "issue:45923" ], "soft_pairs": [ - "issue:43782|issue:44960", - "issue:43881|issue:43883", "issue:44991|issue:45399", - "issue:43824|issue:43872", "issue:42491|issue:44368", + "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", + "issue:43782|issue:44960", "issue:43742|issue:45399", "issue:45020|issue:45356", "issue:43404|issue:43950", "issue:43638|issue:45823", "issue:42915|issue:45020", "issue:43827|issue:44509", - "issue:43872|issue:44291", "issue:43792|issue:44220", + "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43257|issue:43866", - "issue:36331|issue:41093", - "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:42947|issue:45923", + "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:44928|issue:45588", + "issue:43257|issue:45305", "issue:43854|issue:44863", "issue:43872|issue:45538", - "issue:41093|issue:44805", "issue:44479|issue:44560", + "issue:41093|issue:44805", "issue:41553|issue:44488", + "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:44530|issue:44863" + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "97ba68ab4a153e41502f39455111c7d23eb19621c96ba62acb975681ca0f2da8", + "prepared_review_unit_hash": "4f3a8f517ce057ebe6e79f03a3d4607bc39380e759a567e184b6f4b412744d27", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37608, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "serialized_chars": 37052, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of model-loading, tokenizer, and training issues. A few soft duplicates are clear: the v5 docs pipeline-removal reports, the `_is_hf_initialized` bitsandbytes/init_empty_weights bug, and the Qwen video-input regression. Most other pairs share broad subsystems but not the same concrete root cause.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression here: recent transformers versions breaking models that rely on `remote_code`. It is the best anchor among otherwise model-specific reports.", + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, DeepSpeed, docs, and vision/audio issues that only share superficial keywords. A few soft pairs are true duplicates or near-duplicates, mainly the docs cleanup and the mask-shape error; most other pairs should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here because the cluster spans multiple unrelated bug classes and model families; only a few soft pairs are genuine duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the strongest representative issue because it is general, concrete, and cross-cutting; the rest of the set is mostly narrower model-specific failures or documentation cleanup.", + "best_issue_reason": "No global best issue candidate stands out as a representative duplicate target; the cluster is too mixed to normalize to one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Both are model loading failures, but they involve different model families and different failure modes; not enough evidence of the same bug." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different models and different causes (`loading failed` vs missing `all_tied_weights_keys`), so these are not the same underlying issue." - }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; same general area, but clearly different problems." + "reason": "Different failures: tokenizer loading regression vs flash-attn fallback being blocked by extra checks." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Import error for a model class vs bitsandbytes `_is_hf_initialized` incompatibility; unrelated root causes." + "reason": "Both mention Qwen/LoRA, but one is a model compatibility break on hf4.x\u2192hf5.x and the other is a config warning about tie_word_embeddings." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Both mention Qwen3/MoE and LoRA-related warnings, but one is a compatibility break across versions while the other is just a config warning; not the same bug." + "reason": "ImportError for a missing class is unrelated to the bitsandbytes Int8Params `_is_hf_initialized` TypeError." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` loading regressions and device-mapping forward mismatches are different code paths and different failures." + "reason": "Broad remote_code loading regression vs a Gemma4 device placement bug; different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Both relate to model/tokenizer registration, but one is an `add-new-model-like` helper bug and the other is a runtime `remote_code` loading regression." + "reason": "`add-new-model-like` tokenizer mapping failure is not the same underlying bug as remote_code loading breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: autocast dtype mismatch vs device mismatch with `device_map=\"auto\"`." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated issues." + "reason": "Tokenizer regex patch crash is a different issue from flash-attn fallback gating." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and symptoms; one is a Qwen3VL weight_only load error, the other is a GLM5 issue." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Key error when loading a specific model vs fallback-to-flash-attn gating; not the same bug." + "reason": "KeyError loading MobileLLM is unrelated to flash-attn fallback logic." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model regressions, but one is a broad `remote_code` break and the other is a Kimi-K2.5 tokenizer codec regression." + "reason": "Remote_code breakage and Kimi tokenizer codec regression are different bugs." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights vs silent corruption of non-persistent buffers are different loading/tie-weight problems." + "reason": "lm_head weight tying bug is not the same as non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds during training is unrelated to the device-mapping forward mismatch." + "reason": "DeepSpeed ZeRO-3 index error with a non-pretrained Bert model is unrelated to Gemma4 device mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FineGrainedFP8/Qwen3 MoE failure and `remote_code` loading regressions are distinct failures." + "reason": "Qwen3 MoE FP8 loading failure is a different issue from remote_code model loading regressions." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same documentation cleanup after v5 pipeline removals; both describe stale docs still referencing removed summarization/translation pipeline usage." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same root cause: the unexpected `_is_hf_initialized` argument / `Int8Params.__new__` failure during `init_empty_weights`-style loading with bitsandbytes." + "reason": "Both report the same docs regression: stale pipeline task references that should have been removed in v5." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio/Whisper-related, but one is a generic run failure and the other is a specific `_torch_extract_fbank_features()` issue." + "reason": "Whisper runtime failure is not the same concrete bug as `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor-argument incompatibility during model loading/init_empty_weights." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different subsystems: FP8 Qwen3 MoE loading vs bitsandbytes init-empty-weights incompatibility." + "reason": "Qwen3 MoE FP8 config failure and bitsandbytes parameter construction error are unrelated." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight loading under accelerate/deepspeed and an Ovis2 corrupted checkpoint are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Trainer signature mismatch and tensor mask shape mismatch are different bugs." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Both involve DeepSpeed training, but one is a model weight-loading problem and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is an actual tokenizer load failure for a different model." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." + "reason": "Gradient checkpointing ineffective under PEFT LoRA is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` argument and mask/tensor shape mismatch are unrelated trainer/runtime errors." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen DeepSpeed ZeRO-3 loading failures, but they target different model variants and different missing-weight symptoms." + "reason": "Both involve DeepSpeed ZeRO-3, but they affect different Qwen variants and describe different loading failures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from Qwen3.5 SDPA/BF16 behavior and a flash-attention auxiliary-state crash are different issues." + "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is missing weight conversion and the other is gradient averaging with GAS." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared concrete root cause is evident." + "reason": "GLM-4.7-Flash test-loading failure is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init-empty-weights incompatibility is unrelated to CLIPTokenizer's huge `model_max_length` value." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": false, - "reason": "They are both mask-shape IndexErrors, but on different data paths and model contexts; too generic to merge." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility has nothing to do with CLIPTokenizer's `model_max_length`." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Same 5.3.0 video-input regression family for Qwen3/Qwen3.5 vision models; 44560 is a specific manifestation of the broader regression." + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, with one being a model-specific manifestation." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class: mask length and indexed tensor length mismatch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer loading problems for different models, with different user-facing failures." + "reason": "Voxtral tokenizer error-message issue is not the same as failure to load `cjvt/sleng-bert`." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation map processing are entirely different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The accepted duplicates are well-supported (docs pipeline removals, bitsandbytes/init_empty_weights `_is_hf_initialized`, and the Qwen video-input regression), and the other pairwise rejections appropriately avoid over-merging on broad subsystem similarity alone." + "feedback": "The summary is well grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs are plausible duplicates or near-duplicates based on the titles/bodies, and the rejected pairs are generally separated for defensible reasons. No overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -1626,13 +1632,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36010", "issue:38175", @@ -1653,7 +1659,6 @@ "issue:43646", "issue:43720", "issue:43824", - "issue:43828", "issue:43950", "issue:43957", "issue:43994", @@ -1684,266 +1689,258 @@ "issue:45902" ], "soft_pairs": [ - "issue:43366|issue:43828", "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", - "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", - "issue:43824|issue:43957", - "issue:42915|issue:43957", "issue:43550|issue:44910", - "issue:43366|issue:44589", "issue:43645|issue:43646", - "issue:42617|issue:43366", + "issue:43366|issue:44589", "issue:44560|issue:44918", - "issue:36010|issue:42915", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:44661|issue:45823", - "issue:44560|issue:44805", + "issue:36010|issue:42915", "issue:43632|issue:45834", + "issue:44560|issue:44805", "issue:38175|issue:43994", + "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:44877|issue:45030", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:42491|issue:43720", - "issue:41720|issue:42915", "issue:44960|issue:44977", + "issue:41720|issue:42915", "issue:44451|issue:44488", - "issue:42915|issue:44756", "issue:45313|issue:45357", - "issue:42491|issue:45276" + "issue:42491|issue:45276", + "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "d18ccebbd146210ae4dd60a93ae74e37349bbf72a758737a9f00944b087fe181", + "prepared_review_unit_hash": "e7bd24304d3344b61a8073c4ec1ef94542bbe9500b360690fdd94a750d912a6f", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37556, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a bundle of unrelated Transformers issues, with only a couple of clear duplicates. The strongest duplicate cluster is the Transformers v5 non-persistent buffer corruption regression, and there is also a near-identical custom model initialization regression pair.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:43644 is the best canonical issue because it directly states the core Transformers v5 non-persistent-buffer regression and has the cleanest duplicate match with issue:44534.", + "summary": "The cluster is mostly heterogeneous. Clear duplicates only appear in a few small subgroups: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and the SigLIP2 bad-output reports. Most other pairs are model-specific issues with different root causes.", + "confidence": 0.82, + "canonical_issue_reason": "43950 is the clearest and most general statement of the non-persistent-buffer regression, which is the strongest duplicate theme in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43644 is the strongest single issue to keep: it is specific, broadly applicable, and clearly captures the same bug as its duplicate.", + "best_issue_reason": "43950 is the best representative issue: it precisely describes the underlying v5 regression and is broad enough to anchor the duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "Different failures: GGUF/gpt-oss support versus a Phi-tiny-MoE autocast dtype mismatch. Same broad model-loading area, but not the same bug." - }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different code paths and symptoms: Qwen2.5-VL rope scaling for still images versus Qwen3_5Moe rotary embedding uninitialized memory after meta-to-empty materialization." + "reason": "Different bugs: one is a Qwen2.5-VL RoPE/position-id scaling issue, the other is a Qwen3.5-MoE meta-materialization memory bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states rebuild KeyError and the other is a device-mismatch during auto device mapping. Not the same underlying bug." + "reason": "Same model family, but different failures: FSDP2 KeyError from per-layer KV state rebuilding vs device mismatch in PLE with auto device mapping." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated model/support problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Different models and bugs: AudioFlamingo3 batch leakage versus Whisper empty-transcription generation failure." + "reason": "Unrelated problems: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption in from_pretrained versus a Kosmos2.5 long-ocr index error." + "reason": "Different code paths: non-persistent buffer corruption vs a long-ocr index error in Kosmos2.5." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: Qwen3-VL video inference StopIteration versus an MPS histogram op issue in moe code." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Both involve loading, but one is a missing import for Qwen2.5-VL and the other is meta-device loading breakage across some models. Not the same concrete bug." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading on transformers 5+." + "reason": "Different model/runtime issues: Qwen3-vl StopIteration vs an MPS histogram op not implemented for Int." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both touch attention/compile paths, but Bamba SDPA torch.compile failure and Qwen3.5 flash-attention illegal memory access are distinct bugs." + "reason": "Different failures: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; the notebook mention is just a narrower manifestation." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different feature areas: GGUF gpt-oss support versus a float8 storage lookup error." + "reason": "No shared bug: GGUF gpt-oss support and a Float8 storage lookup error are unrelated." }, { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying custom-model initialization regression in Transformers v5; the notebook-specific report is just a narrower manifestation of the general issue." + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and models: AudioFlamingo3 batched leakage vs Qwen3.5 input-embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: failure to run 3d_parallel.py versus GGUF gpt-oss support." + "reason": "Different domains: 3d_parallel.py run failure vs GGUF gpt-oss support." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Different Qwen3.5-VL/embedding problems with different failure modes; not the same bug." + "reason": "Different root causes: Qwen3MoE FP8 failure vs generic meta-device loading breakage." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "ImportError for GenerationMixin versus Qwen3Moe FineGrainedFP8Config failure. No common bug." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same bug as meta-device loading failures." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different problems: tokenizer mapping name handling versus Gemma4 PLE device mismatch." + "reason": "Different issues: tokenizer mapping/model-like helper failure vs Gemma4 PLE device mismatch." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Different symptoms and likely different code paths: video StopIteration versus a mask/tensor shape mismatch." + "reason": "Unrelated: GenerationMixin import error vs Qwen3MoE FP8 failure." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "Different regressions: _is_hf_initialized flag breakage vs a Kosmos2.5 long-input index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 inference bug: both report nonsensical/near-zero outputs from google/siglip2-base-patch16-224." + }, + { + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Related SigLIP2 model family, but one is zero probabilities and the other is nonsensical pipeline output. Same model family is not enough to merge them." + "reason": "Different audio/ASR paths: embedding leak across tracks vs Whisper empty-transcription behavior." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both mention model initialization/loading, but one is DeepSpeed ZeRO-3 with BertModel and the other is tokenizer mapping behavior. Different bugs." + "reason": "Different failures: ZeRO-3 with a non-pretrained BertModel vs add-new-model-like failing on tokenizer mapping names." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "IndexError in deepspeed zero3 init for BertModel versus add-new-model-like/tokenizer mapping behavior. Not the same issue." + "reason": "IndexError under ZeRO-3 is unrelated to the tokenizer-mapping-name failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated: tokenizer mapping/model-add workflow versus a tensor mask shape mismatch." + "reason": "Different mechanisms: tokenizer mapping lookup bug vs tensor mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they affect different models and different validation rules. Not the same underlying bug." + "reason": "Both mention config loading, but the titles point to different models and different specific validation failures; too broad to merge confidently." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different loading/resource issues: gpu+cpu offload dequantized model failure versus disabling mmap to avoid OOM on Strix Halo." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same exact regression: Transformers v5 fills non-persistent buffers with junk / corrupts them during loading." + "reason": "Unrelated: gpu+cpu offload dequantization failure vs Strix Halo mmap OOM mitigation." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a runtime zero-probability issue and the other is a documentation/example mismatch plus quantization failure. Not the same bug." + "reason": "Same model family, but different concrete bugs: bad probabilities vs docs-example model/processor mismatch and quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading regressions in different components: Qwen3 MoE LoRA incompatibility across versions versus BitNet packed-weight unpacking during accelerate loading." + "reason": "Different code paths: qwen3_moe LoRA compatibility across versions vs BitNet packed-weight loading." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3-family, but one is an auto device mapping CUDA assert and the other is a FineGrainedFP8Config failure. Not the same concrete code-path problem." + "reason": "Different models and failure modes: GLM5 vs Qwen3.5 flash-attention generation." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention issues are unrelated model-specific failures." + "reason": "Different issues: auto device mapping cudaErrorAssert vs FP8 configuration failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both report model loading failures for different BERT repos, but the evidence is too thin to conclude the same root cause from the titles alone." + "reason": "Both are generic load failures for different BERT checkpoints, but the titles do not show the same underlying bug or code path." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys in save_pretrained." + "reason": "Different Qwen3.5 regressions: ZeRO-3 loading of language_model vs save_pretrained visual-encoder key handling." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and behaviors: Qwen3 MoE LoRA loading versus Gemma4 token embedding resize propagation." + "reason": "Different problems: Qwen3_moe LoRA incompatibility vs Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5; both describe buffers being filled/corrupted with junk." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by the issue titles and descriptions, and the rejected pairs avoid overstating similarity. The selection of 43644/44534 as the clearest duplicate cluster and 43645/43646 as the custom-model init pair is reasonable." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are supported by the issue titles, especially the Transformers v5 non-persistent-buffer regression, the custom model initialization breakage, and the SigLIP2 reports. The rejected pairs also read as appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1956,19 +1953,19 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36010", "issue:39404", "issue:39692", - "issue:41720", "issue:42491", + "issue:42915", "issue:42947", "issue:43257", "issue:43335", @@ -2015,273 +2012,271 @@ ], "soft_pairs": [ "issue:43708|issue:44075", - "issue:44488|issue:44991", - "issue:43644|issue:43645", + "issue:42915|issue:44756", "issue:39692|issue:43994", "issue:45488|issue:45812", "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:43931", + "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:45362|issue:45406", - "issue:44960|issue:46050", "issue:42491|issue:45292", - "issue:44164|issue:44291", + "issue:44488|issue:44991", "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:36010|issue:39404", - "issue:43425|issue:43957", - "issue:41720|issue:44155", "issue:43404|issue:43454", "issue:39692|issue:44960", + "issue:43425|issue:43957", "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43873|issue:44387", - "issue:44291|issue:44756", "issue:45663|issue:45859", + "issue:43873|issue:44387", "issue:44155|issue:45823", + "issue:44291|issue:44756", "issue:44292|issue:44912", - "issue:44387|issue:44756", + "issue:44960|issue:46050", "issue:43335|issue:45663", - "issue:43957|issue:44756", + "issue:44387|issue:44756", "issue:42947|issue:43381", - "issue:45276|issue:45292", - "issue:44164|issue:44756" + "issue:45276|issue:45292" ], - "prepared_review_unit_hash": "4fcc16c5333e6916ee146e1aa5007437b33e1ee145cbbe7a11e09cc9a39b6e5e", + "prepared_review_unit_hash": "26b30cb6011f14b26bc5ab5d8da2f794e9dd38c47c1d814d9dab002d208bf49a", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38298, - "estimated_input_tokens": 9575, - "estimated_eval_tokens": 19406 + "soft_pair_count": 33, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with one clear duplicate cluster around `resize_token_embeddings` regressions in Gemma4/t5gemma. I accept only the directly overlapping resize-token-embedding reports; the rest are different bugs, models, or code paths.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45276 is the best canonical report for the resize-token-embeddings bug because it covers both `embed_tokens_per_layer` and `output_embeddings`, making it the broadest and most specific description of that regression.", + "summary": "Only one soft duplicate pair looks strong: the Gemma4/t5gemma resize_token_embeddings regression. The rest are similar-theme but different bugs, models, or code paths.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45276 is the more complete and representative report of the resize_token_embeddings propagation bug, covering both embed_tokens_per_layer and output_embeddings; issue:45335 appears to be a narrower duplicate of the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest overall issue candidate among the duplicates here: it is concrete, clearly reproducible, and subsumes the narrower `output_embeddings`-only report.", + "best_issue_reason": "issue:45276 is the best cluster representative because it describes the bug most fully and spans the broader affected surface, while still matching the duplicate report in issue:45335.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different bugs: Trainer checkpoint resume/max_steps vs SGD optimizer args being ignored." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/model-loading failures, but for different models and different failure modes." + "reason": "Different subsystems: Trainer checkpoint resumption math vs SGD argument handling." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both concern Transformers 5.0 changes, but one is non-persistent buffer initialization and the other is Jupyter custom model initialization." + "reason": "Qwen3-MoE FP8 loading failure and Strix Halo mmap OOM are unrelated failure modes." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a doc-example/processor mismatch and quantization issue; the other is nonsensical inference results in AutoModel/pipeline." + "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is an inference/output quality bug; not the same concrete issue." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and do not look like the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different tokenizer code paths." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models." + "reason": "Different models and symptoms: GLM-4.7 test loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different Qwen/GLM loading paths and different symptoms." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 loading in tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different memory/quantization problems; not the same code-path bug." + "reason": "One is a Qwen3 MoE memory-usage report; the other is an offloading-with-quantization bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and different loading/training contexts." + "reason": "LoRA compatibility across hf4.x/hf5.x is a different problem from Qwen3-VL loading shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer initialization and the other is custom-model initialization in Jupyter." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization OOM in Transformers 5.x." + "reason": "Both mention memory, but one is training memory usage and the other is int4 CUDA reserved memory/OOM; different causes." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Unrelated model/chat crash vs Gemma4 processor attribute error." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "GLM5 loading issue vs save/load breakage after sinq quantization." + "reason": "Both are tokenizer loading failures, but for different models and with no evidence of the same underlying bug." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Different issues: Qwen3 MoE LoRA compatibility vs token embedding resize not updating outputs." + "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:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are loading/init regressions, but the concrete failures are different (`extra_state` handling vs `_is_hf_initialized` argument)." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct model/serve issues." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different flash-attention failures with different trigger conditions and models." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are different loading/saving regressions." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug; 45335 is a narrower manifestation of the broader issue in 45276." + "reason": "Same resize_token_embeddings bug affecting downstream tied/output embeddings; 45335 is a narrower model-specific manifestation of 45276." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError on `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch version incompatibility vs meta-device loading regression; not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Different subsystems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying issues, but they affect different model families and code paths." + "reason": "Both mention lm_head tying, but they affect different model classes and there is no clear shared code-path bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/inference bug is unrelated to GLM5 model-loading issue." + "reason": "SigLIP2 doc-example issues and GLM5 loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device model-loading breakage are different problems." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch in one issue vs model loading failure in the other." + "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different training/runtime bugs: gradient checkpointing with LoRA vs apex RMSNorm memory leak." + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model/FSDP bug vs `from_config` text_config unwrapping bug." + "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 training KeyError and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but the concrete failures differ (offloading vs reserved-memory OOM)." + "reason": "Both concern memory pressure, but one is quantized offloading behavior and the other is int4 reserved-memory growth/OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Init-empty-weights loading error vs mmap OOM mitigation; unrelated causes." + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different issues in Gemma/Qwen MoE code paths; not the same bug." + "reason": "Different quantization problems on different models: NVFP4 load error vs MXFP4 fallback to bf16." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "AudioFlamingo3 batch inference corruption vs Gemma4 device-mapping mismatch." + "reason": "GLM5 loading and sinq save/load corruption are unrelated." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Different quantized-model loading failures for different models and quantization formats." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different memory regressions: int4 reserved-memory growth vs Strix Halo mmap OOM." + "reason": "Quantization memory regression and mmap OOM on Strix Halo are different issues." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 shared-state rebuild failure." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness in training and the other is eval-mode prohibition." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Same resize-token-embeddings regression; 45276 is the fuller report and 45292 is a subset focused on `output_embeddings`." - }, - { - "left": "issue:44164", - "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + "reason": "Closely related embedding-resize regressions, but the affected surfaces differ and there is not enough evidence they are the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly related cluster is the resize_token_embeddings set (45276/45292/45335), and the rest of the pairwise rejections stay conservative given the differing models, subsystems, or failure modes in the titles. No obvious overstatement beyond the evidence in the packet." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are generally conservative. The accepted 45276/45335 pair is well supported by the two resize_token_embeddings regressions, while the rejected pairs mostly involve different models, subsystems, or failure modes with no strong evidence of a shared concrete bug." }, "evaluator_used": true, "retried": false, @@ -2294,19 +2289,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:36032", "issue:39404", + "issue:41720", "issue:43257", - "issue:43299", "issue:43381", "issue:43425", + "issue:43452", "issue:43596", "issue:43611", "issue:43645", @@ -2317,10 +2314,8 @@ "issue:43854", "issue:43901", "issue:43906", - "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2353,183 +2348,197 @@ "soft_pairs": [ "issue:43854|issue:45216", "issue:43381|issue:44928", - "issue:44479|issue:44877", + "issue:44164|issue:44756", "issue:45588|issue:45663", + "issue:44479|issue:44877", "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:45292|issue:45335", "issue:43828|issue:43957", - "issue:43425|issue:43828", "issue:44402|issue:44451", + "issue:43425|issue:43828", "issue:44589|issue:44756", - "issue:39404|issue:45701", - "issue:43257|issue:44863", "issue:44683|issue:45823", + "issue:43257|issue:44863", + "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:39404|issue:44912", "issue:43906|issue:44530", + "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:44479|issue:44805", - "issue:43994|issue:44079", "issue:43425|issue:44918", "issue:44589|issue:45084", "issue:43901|issue:44509", - "issue:43299|issue:43931", "issue:44164|issue:45759", + "issue:36032|issue:43452", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "423079b0003a0b233244518d552e67ef8c0b9946eca710486628f95e71dbdebb", + "prepared_review_unit_hash": "e49771243c344df7c3895f3d162776e1f471dfe3c5e4b750d586195f84b3a614", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36203, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 32, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regression reports across different models/features. The only clear duplicate-like pair is the token-embedding resize bug: `resize_token_embeddings` not updating the right downstream embeddings.", - "confidence": 0.88, - "canonical_issue_reason": "`issue:45292` is the clearest, most general report for the resize-token-embeddings bug; `issue:45335` reads like a model-specific manifestation of the same failure.", + "summary": "One soft duplicate pair looks like the same underlying resize_token_embeddings bug; the rest are only broadly related by subsystem/theme and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report about resize_token_embeddings failing to update output embeddings, making it the best canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug broadly and can absorb the more specific `issue:45335` report.", + "best_issue_reason": "issue:45292 is the clearest and most general statement of the bug, with the companion issue (45335) appearing to be a model-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different failure modes: loading `GLM-4.7-Flash` vs Qwen3.5 `save_pretrained` regression." + "reason": "Different failures: one is a model-loading/unit-test issue for GLM-4.7-Flash, the other is a save_pretrained regression for Qwen3.5 checkpoints." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated bugs: gradient checkpointing in eval vs RLHF NaNs from Qwen3.5 position IDs." + "reason": "Both mention training behavior, but the concrete bugs differ: eval-mode gradient checkpointing vs NaN/SDPA fallback in Qwen3.5 RLHF." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Different subsystems/models: video-input regression vs strict config loading for granite_speech." + "reason": "Unrelated problems: extra_state save/load handling versus mmap-related OOM on Strix Halo." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths: flash_attention `s_aux=None` crash vs Gemma4 FSDP shared_kv_states bug." + "reason": "Different code paths and symptoms: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config regressions, but they concern different models and different failure modes." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is permissions and the other is wrong module resolution after save." + "reason": "Related to custom-model save/load, but one is file permission propagation and the other is loading the wrong custom module; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Distinct bugs: auto device mapping CUDA assert on Qwen3 vs track-to-track embedding/token leakage in AudioFlamingo3." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are a different issue from Strix Halo mmap OOM." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks vs Trainer checkpoint-resume step counting are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Different bugs: notebook custom-model initialization vs `save/from_pretrained` extra_state handling." + "reason": "Both involve custom-model workflows, but one is notebook initialization on v5 and the other is extra_state save/load handling." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` fails to update the relevant output/decoder embeddings; `t5gemma` is a model-specific instance." + "reason": "Same underlying bug: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embedding weights; 45335 is the T5Gemma-specific instance." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different problems: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breaks other models." + "reason": "Different model-loading/runtime failures: autocast dtype mismatch vs meta-device loading breakage." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Broad torch-version incompatibility is not the same as a specific autocast dtype mismatch bug." + "reason": "Both are tokenizer loading complaints, but the reported problems and affected models are different and not clearly the same defect." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Different reports: tokenizer vocab mismatch vs inability to load ScandiBERT." + "reason": "Torch-version incompatibility is too broad to merge with a specific autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Type/serialization error vs mmap OOM mitigation; no shared bug." + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to version-dependent tokenization changes." + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different model families and causes." + "reason": "Both are checkpoint/loading issues, but one is Qwen3 MOE conversion with accelerate+deepspeed and the other is NemotronH checkpoint compatibility." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." + "reason": "Whisper pipeline return_language regression is unrelated to a tokenizer-version behavior change." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 compatibility issue is not the same as a Gemma4 device-mismatch bug." + "reason": "A generic Torch 2.10 incompatibility report is not the same as a model-specific device mismatch in Gemma4." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both mention Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom-model initialization in notebooks." + "reason": "Both are v5 model-initialization regressions, but the first is about base_model_prefix loading and the second about notebook-defined custom models." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch-version incompatibility and Mistral-3 dtype mismatch are separate issues." + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same code-path problem." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to a template-node compilation TypeError." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline behavior regression vs docs for removed pipeline tasks; not the same bug." + "reason": "Different errors: PagedAttentionCache invalid group type versus a compile-time non-template-node TypeError." }, { "left": "issue:43906", @@ -2537,65 +2546,65 @@ "accept": false, "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression is unrelated to MXFP4 quantization fallback." + }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different bugs: `torch.export`/`torch_compilable_check` vs Perceiver interpolation failure." + "reason": "torch.export/exportable-check failures and Perceiver interpolation failures are different model/export bugs." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are regressions, but the affected models and failure signatures differ." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "SigLIP2 inference mismatch vs `ModelOutput` key assignment bug are unrelated." + "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask shape IndexError." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL are different issues." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + "reason": "Float8 storage lookup and non-template-node compile errors are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different APIs and removed tasks." + "reason": "Both are docs-related, but they concern different deprecated pipeline docs and different mismatch types." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3-VL loading, but the titles describe different concrete failures and checkpoints." + "reason": "Extra_state save/load handling is unrelated to from_config not unwrapping text_config for multimodal configs." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Extra_state save/load handling is unrelated to `from_config` not unwrapping `text_config`." + "reason": "Tokenizer special-token conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code-path bugs." + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet and appropriately conservative overall. Most soft-edge pairs are clearly distinct by title, and the only accepted pair, `issue:45292` / `issue:45335`, is a reasonable duplicate-style match based on the nearly identical resize_token_embeddings failure description. No obvious overstatement beyond the evidence provided." + "feedback": "The summary is grounded in the packet and stays conservative. The 45292/45335 pair is well supported by the titles and clearly looks like the same resize_token_embeddings bug in two variants, while the other soft-edge pairs are appropriately rejected rather than over-merged." }, "evaluator_used": true, "retried": false, @@ -2608,13 +2617,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:32090", "issue:34567", @@ -2622,8 +2631,8 @@ "issue:39404", "issue:40444", "issue:40990", - "issue:42175", "issue:42915", + "issue:43299", "issue:43317", "issue:43421", "issue:43452", @@ -2639,6 +2648,9 @@ "issue:43716", "issue:43856", "issue:43883", + "issue:43931", + "issue:43994", + "issue:44079", "issue:44164", "issue:44206", "issue:44220", @@ -2653,285 +2665,260 @@ "issue:44737", "issue:44756", "issue:44811", - "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45325", - "issue:45507", "issue:45584", "issue:45859", - "issue:45987", - "issue:46178" + "issue:45987" ], "soft_pairs": [ - "issue:36032|issue:43452", - "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:43299|issue:43931", "issue:44991|issue:45081", - "issue:39404|issue:44671", "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", "issue:44164|issue:44479", "issue:44737|issue:45859", - "issue:32090|issue:39404", - "issue:43582|issue:43632", "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:44488|issue:44987", + "issue:43582|issue:43632", "issue:43611|issue:43644", + "issue:32090|issue:39404", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:36032|issue:42915", + "issue:44488|issue:44987", "issue:43643|issue:44530", + "issue:36032|issue:42915", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:42175|issue:46178", - "issue:43541|issue:45084", "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:42915|issue:44530", - "issue:44206|issue:44220", "issue:43644|issue:43646", "issue:43883|issue:44488", + "issue:44206|issue:44220", "issue:44464|issue:45987", "issue:43452|issue:43482", - "issue:36032|issue:43645", "issue:43317|issue:43482", - "issue:44987|issue:44991", - "issue:45084|issue:45507", - "issue:44849|issue:45325" + "issue:36032|issue:43645" ], - "prepared_review_unit_hash": "b8a86a7e178cbf267a77ade86e8de47f44e51aec262dfa176fc581f9426608e4", + "prepared_review_unit_hash": "c208f23b0d9ea319784978741572b70ac9fd599c7540a9abf00f1d09b8f71abc", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37466, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one clear duplicate pair around GGUF loading; several other items are thematically similar (notably Transformers v5 custom-model/init regressions) but not close enough to merge as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43452 is the broader, more general GGUF-loading report (AutoTokenizer and AutoModelForCausalLM), making it the best canonical target for the one clear duplicate pair in this set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regression reports; only a couple of soft pairs look like they may share the same concrete bug path. The strongest shared thread is the GGUF loading breakage.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43452 is the best representative because it describes the broad GGUF loading failure path, which plausibly subsumes the more specific Qwen2.5-GGUF report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 most clearly represents the actual duplicate subgroup and has the broadest, most reusable problem description among the GGUF-loading reports.", + "best_issue_reason": "issue:43452 is the most useful standalone issue in this set: it is broad, concrete, and likely the upstream/root report for the shared GGUF loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "T5 tokenizer add_special_tokens method conflict vs GGUF from_pretrained breakage; different tokenizer paths and root causes." + "reason": "Different bugs: one is a model/pipeline output quality regression, the other is ModelOutput key assignment behavior." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "CamemBERT masked-LM prediction bug vs a specific tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Different failure modes: one is Qwen3VL loading breakage, the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are load failures, but one is a tokenizer load regression and the other is a Mistral regex-patch crash; not the same defect." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction issues; unrelated code paths." + "reason": "Both involve tokenizers, but they are different code paths and different models; not the same bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different bugs." + "reason": "Unrelated memory issues: MoE training memory usage vs mmap OOM on Strix Halo." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "save/from_pretrained extra_state handling vs a Qwen2.5-VL video-input regression; unrelated behavior." + "reason": "Different model-specific tokenizer/model behavior regressions." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "XLNet CPU tensor placement bug vs Qwen3.5 MoE CPU-offload incompatibility; different models and failures." + "reason": "Whisper pipeline return_language vs CamemBERT masked LM predictions are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Trainer NoneType GPU broadcast error vs Whisper pipeline return_language regression; no common code-path bug." + "reason": "save/from_pretrained extra_state handling is unrelated to the video-input regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression; unrelated low-level issues." + "reason": "Both are device-placement bugs, but they affect different models and different forward paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model-loading regressions: one for cjvt/sleng-bert, one for Mistral tokenizer patching." + "reason": "Separate tokenizer-loading regressions affecting different models and mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping registration failure vs compiled flex_attention failure on torch>=2.9; different subsystems." + "reason": "Different subsystems: tokenizer mapping lookup vs flex_attention compilation failure." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Separate model-load failures for different repositories and likely different underlying causes." + "reason": "Unrelated problems: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading regression vs non-persistent buffers filled with junk; both v5-related but not the same bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model/dataset combo vs runtime special-token post-processor update bug; unrelated." + "reason": "Perplexity regression on gpt-oss is unrelated to tokenizer post-processor updating." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch vs template-node compilation error; no shared underlying change." + "reason": "Different components: multimodal dtype mismatch vs template compilation error." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure; different features entirely." + "reason": "Separate model-loading regressions for different models." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; unrelated failures." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting bug vs IterableDataset multi-image Qwen2.5-VL finetuning failure." + "reason": "TrainerState token counting vs multimodal IterableDataset failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens issue vs empty transcription after align_special_tokens; related model family but different concrete bugs." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty transcription generation after align_special_tokens." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both involve TensorFlow backend wiring, but one is missing install extras and the other is a backend mapping validation error." + "reason": "Different models and distinct loading failures." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing error vs template-node compilation failure; distinct code paths." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Different model-loading regressions affecting different repos and likely different loader fixes." + "reason": "Torch Dynamo grouped_mm tracing error is not the same as non-template-node compilation failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache invalid group type; not the same defect." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Audio feature-extraction area overlaps, but the reported failures are different enough that the underlying bug is not clearly the same." + "reason": "Different Qwen family bugs with different failure points and code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization; too different to merge." + "reason": "Related only at a high level (v5 model initialization), but not the same concrete bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error vs a model-loading failure for cjvt/sleng-bert; unrelated." + "reason": "Molmo attribute error and sleng-bert loading failure are different issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same audio feature-extraction bug around _torch_extract_fbank_features / LasrFeatureExtractor crashing on unsupported args." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation under compiled forward vs StaticCache sequence-length contract bug; different components." + "reason": "Chunked generation inconsistency under compile is not the same as StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both describe the same GGUF-loading regression in Transformers v5, with 43452 giving the broader AutoTokenizer/AutoModelForCausalLM failure mode." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "T5 tokenizer method-name conflict vs Jupyter custom-model initialization regression; different issues." + "reason": "Both point to the same GGUF-loading regression in v5; 43482 appears to be a specific manifestation of the broader 43452 issue." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized-model offload failure vs GGUF loading failure; different loading paths." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are versioned loading regressions, but they affect different models/tokenizers and likely different code paths." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; unrelated bugs." + "reason": "Dequantized model offload failure is a different code path from GGUF loading failure." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling bug; different model families and failures." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft edge is plausibly the same GGUF-loading regression, and the canonical choice of 43452 as the broader report is supported by the titles. The remaining pairs are rejected cautiously with no obvious overreach beyond the packet." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs (44206/44220 and 43452/43482) are plausibly the same concrete bug paths, and the remaining pairwise rejections do not overclaim overlap. No clear evidence of overstated linkage or non-mergeable PR pairing." }, "evaluator_used": true, "retried": false, @@ -2944,18 +2931,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36032", - "issue:40444", - "issue:40990", "issue:41720", + "issue:42175", "issue:42915", "issue:43089", "issue:43262", @@ -2971,7 +2957,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43792", "issue:43819", "issue:43883", "issue:43994", @@ -2988,7 +2973,7 @@ "issue:44610", "issue:44683", "issue:44756", - "issue:44811", + "issue:44849", "issue:44877", "issue:44987", "issue:44991", @@ -2998,244 +2983,264 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45987" + "issue:45507", + "issue:45987", + "issue:46178" ], "soft_pairs": [ + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:42175|issue:46178", "issue:43262|issue:43377", - "issue:43645|issue:44534", + "issue:44987|issue:44991", + "issue:43089|issue:45987", "issue:43646|issue:44534", "issue:43883|issue:44991", - "issue:43089|issue:45987", "issue:43322|issue:43540", - "issue:44403|issue:45081", "issue:43404|issue:44466", + "issue:44403|issue:45081", "issue:43994|issue:44610", "issue:42915|issue:45084", + "issue:43645|issue:44534", "issue:43377|issue:43819", "issue:44265|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:42915|issue:44291", "issue:45216|issue:45357", "issue:36032|issue:43742", - "issue:44062|issue:44987", - "issue:43632|issue:44756", + "issue:42915|issue:44291", "issue:42915|issue:44589", - "issue:44479|issue:45325", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", "issue:43296|issue:43531", - "issue:36032|issue:41720", "issue:43531|issue:44877", - "issue:43404|issue:45127", - "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:43425|issue:44403", - "issue:40990|issue:44811", - "issue:43792|issue:44589", - "issue:43632|issue:44534" + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "efcf63a56c9d6a9645f5275eb6caf77c51936b71bc266b774d5f0efee9659320", + "prepared_review_unit_hash": "527f7c27bcbfe5ffb002f80944f552d59411db098d586e2c9e319003f22ef2d2", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 36718, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a collection of distinct Transformers v5 regression reports across unrelated models/features. I only see one likely duplicate pair: the two Qwen3.5 `save_pretrained` issues about incorrect checkpoint serialization.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 looks like the same serialization bug resurfacing in a later release with a more specific symptom.", + "summary": "Most pairs are only superficially similar and do not look like the same bug. The only strong duplicate candidate is the Qwen3.5 save_pretrained regression pair (45216/45357).", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression, while 45357 looks like a narrower follow-up about the same broken save path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 best captures the underlying bug among the cluster\u2019s near-duplicates and is the broader report to anchor on.", + "best_issue_reason": "Issue 45216 is the best representative of the cluster\u2019s only clear duplicate thread: a concrete, user-facing serialization regression with clear follow-up overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Different subsystems: audio chat template sampling-rate default vs MIMI batch/padding-mask output mismatch." + "reason": "Different bugs and model paths: Qwen3.5 hidden-state output vs Qwen2.5-VL rope/position-id scaling." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are v5 regressions, but one is notebook/custom-model init and the other is non-persistent buffer serialization." + "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid invalid-method call." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Custom model initialization bug vs non-persistent buffer junk; no shared concrete code path." + "reason": "Both mention backend handling, but one is packaging/extra installation and the other is a specific backend-mapping error." }, { - "left": "issue:43883", + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is MIMI batching/padding-mask behavior." + }, + { + "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + "reason": "Both are load failures, but for different models and likely different root causes." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache length return-type contract mismatch are different issues." + "reason": "Performance overhead issue vs API contract bug in StaticCache length return type." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are separate model bugs." + "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and symptoms: tied-weights attribute error vs tokenizer loading failure." + }, + { + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash; not the same failure." + "reason": "Different multimodal bugs: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Tied-weight initialization bug and tied-weight serialization inconsistency are related theme-wise but not the same bug." + "reason": "Both touch tied weights, but one is a missing tie in Mistral3 and the other is save_pretrained serialization varying by device." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise issue is not the same as the Mistral tokenizer regex crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet processor/model size mismatch are different problems." + "reason": "Different models and failures: nonsensical SigLIP2 outputs vs processor image-size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 fine-grained config failure and template-node compilation error are unrelated." + "reason": "Qwen3MoE FP8 config failure is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to the non-persistent buffer bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask discrepancy and DAC STE mismatch are different code paths." + "reason": "Both are audio/codec issues, but they affect different models and different mechanics." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet image-size preprocessing." + "reason": "torch.export failure is unrelated to the OmDet-Turbo processor image-size bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are distinct." + "reason": "Different failure modes: model loading for ScandiBERT vs Mistral tokenizer regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for `physical-intelligence/fast` does not match the Mistral tokenizer backend_tokenizer crash." + "reason": "Different models and code paths; only broad 'loading fails' similarity." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." + "reason": "FBank feature extraction bug is unrelated to compiled flex_attention compatibility." }, { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken special-arg conflict and model loading failure are not the same underlying issue." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 narrows it to incorrect visual encoder keys." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "_is_hf_initialized breakage is unrelated to mmap/OOM on Strix Halo." + "reason": "Tokenizer special-token conflict vs MobileLLM key error are distinct load-time issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 failure and init_empty_weights `_is_hf_initialized` TypeError are different regressions." + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized error are separate regressions." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect saved weights/keys; 45357 appears to be the same regression in a later release." + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different float8-related failures with different error surfaces and code paths." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "T5 tokenizer load conflict and MobileLLM key lookup failure are unrelated." + "reason": "_is_hf_initialized flag regression is unrelated to the mmap/OOM mitigation request." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument collision is not the same as loading `physical-intelligence/fast`." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "`_is_hf_initialized` flag regression and junk-filled non-persistent buffers are different issues." + "reason": "AddedToken keyword conflict is unrelated to the model-loading failure in 44987." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "IterableDataset multi-image training failure and Qwen2.5-VL rope index scaling bug are separate problems." + "reason": "Tied lm_head initialization bug is not the same as LoRA merge collapse with extended vocabulary." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "`base_model_prefix` loading regression and non-persistent buffer corruption are different concrete bugs." + "reason": "Different Qwen-related bugs: PaddleOCR-VL load failure vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." + "reason": "Sliding-window bug and strict-config loading bug are separate issues." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skip_special_tokens handling are unrelated." + "reason": "base_model_prefix loading regression is unrelated to junk-filled non-persistent buffers." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage type are different compatibility issues." + "reason": "Different regression families: video-input behavior vs still-image rope-index scaling." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "`_is_hf_initialized` regression vs non-persistent buffer serialization bug; no same code path." + "reason": "Torch-version incompatibility is unrelated to the 'unnecessary noise' loading issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair (45216/45357) without overclaiming the rest, and the soft-edge rejections are consistent with the issue titles/descriptions." + "feedback": "Grounded and conservative overall. The Qwen3.5 save_pretrained pair (45216/45357) is the only clearly supported duplicate, and the other soft-edge rejects are mostly justified by the issue titles. No PR-mergeability concerns apply here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -3248,17 +3253,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:33666", - "issue:35707", "issue:40444", + "issue:40990", "issue:41553", "issue:41720", "issue:42175", @@ -3273,9 +3278,7 @@ "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3289,6 +3292,7 @@ "issue:44568", "issue:44589", "issue:44683", + "issue:44811", "issue:44829", "issue:44991", "issue:45020", @@ -3296,248 +3300,241 @@ "issue:45081", "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", + "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:43792|issue:44589", "issue:33666|issue:40444", - "issue:44403|issue:44991", "issue:44683|issue:45020", + "issue:44403|issue:44991", "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:44079|issue:45663", "issue:43381|issue:45923", - "issue:35707|issue:40444", + "issue:40444|issue:45325", "issue:44291|issue:44589", "issue:44462|issue:45812", - "issue:43482|issue:45538", "issue:41553|issue:43582", + "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:43317|issue:43856", "issue:43482|issue:43525", "issue:42175|issue:45542", - "issue:44079|issue:44534", "issue:43818|issue:45357", - "issue:43531|issue:44291", "issue:41720|issue:45081", "issue:43377|issue:45491", - "issue:40444|issue:45381", "issue:44265|issue:45072", - "issue:43644|issue:44079", - "issue:43749|issue:44079", - "issue:42175|issue:43296", - "issue:45325|issue:45381", + "issue:43531|issue:44291", "issue:43611|issue:43646", + "issue:42175|issue:43296", "issue:43792|issue:43957", - "issue:43632|issue:45072" + "issue:43632|issue:45072", + "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "f379c02c30fc28b1d327d2e85539348cebabd1e24156048b201fc766ed394a79", + "prepared_review_unit_hash": "24bfbcea53f03cd02daf38b7b596f1d26fc087c7998835925ff50507cdf168fb", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose thematic group of Transformers regression reports, not a duplicate set. The soft pairs share broad subsystem wording but do not appear to be the same concrete bug/change, so none should be merged.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers-version regressions affecting model loading/behavior. It\u2019s still not a true umbrella duplicate, but it best matches the cluster\u2019s overall shape.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected. If a representative issue is needed, the broad loading-related report is the closest anchor, but it is not a real canonical duplicate target for the rest.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44403 is the most generic/broadly framed report in the set ('Unnecessary noise when loading a transformer'), so it is the closest thing to a cluster anchor, but the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative single issue by scope and wording among the listed items; it captures the common regression theme better than the narrower, model-specific reports.", + "best_issue_reason": "Issue 44403 is the best global representative only because it is broad and open-ended; however, it does not meaningfully subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuild in attention." + "reason": "Different bugs: perplexity on GPT-OSS evaluation vs Whisper processor.batch_decode ignoring skip_special_tokens." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt; different failure modes." + "reason": "Different failure modes: Whisper model runtime failure vs missing Float8 storage type lookup." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Unrelated symptoms: loading noise/logging vs tokenizer loading failure for a specific model." + "reason": "Different Qwen-VL issues and code paths: multi-GPU training vs IterableDataset with multiple images per prompt." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model breakage in newer Transformers." + "reason": "Torch 2.9 compiled flex_attention breakage is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is loading noise/warnings, the other is tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS/EOS behavior for one tokenizer." + "reason": "Both involve tokenizers, but one is runtime special-token post-processing updates and the other is BOS/EOS insertion regression." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Different semantics: eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Gradient checkpointing eval-mode error is unrelated to missing supports_gradient_checkpointing on a remote-code model." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different features and failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image dataset finetuning." + "reason": "Both are Qwen2.5-VL, but one is finetuning/dataset handling and the other is rope index temporal scaling; different concrete bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different loading failures: unexpected _is_hf_initialized init arg vs missing Float8 storage type." + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to Float8 storage lookup failure." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models; not the same fix." + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong Granite token IDs; different root causes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different tokenizer issues: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "No overlap in underlying bug: tokenizer error message vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "GGUF loading failure in transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both involve bad training behavior, but one is flash_attention_3 degenerate training and the other is single-label classification zero-loss behavior." + "reason": "Both mention degenerate training, but one is flash_attention_3-specific and the other is a num_labels=1 loss configuration bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different memory/device-map loading problem vs Qwen3 MoE training memory inefficiency." + "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading errors: GGUF loading failure vs Llama4Config missing pad_token_id." + "reason": "Qwen2.5-GGUF loading failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Installation/backend packaging issue vs missing TensorFlow backend after installing only tensorboard." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffers filled with junk." + "reason": "Both are TF/backend packaging issues, but one is missing TensorFlow in torch extra and the other is undefined tf backend with tensorboard-only install." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different Video-LLaVA/Qwen problems: missing temporal attention/shared weights vs incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Both are v5-related, but sliding_window handling in Qwen3-MoE is not the same as init_empty_weights/_is_hf_initialized argument handling." + "reason": "Video-LLaVA temporal-attention/shared-weight bug is unrelated to Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different failures: auto device mapping causing cudaErrorAssert vs tokenizer regex patch crashing on backend_tokenizer access." + "reason": "Qwen3 auto device-map cuda assert is unrelated to Mistral tokenizer regex patch crash." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batched-vs-single/mixed-length behavior, but the models and root causes differ: missing padding mask support vs all-padding windows causing NaNs." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Same model family, but distinct bugs: multi-image finetuning failure vs wrong vision_position_ids for video input." + "reason": "Different batching/masking bugs in different models: MIMI encoder padding mask vs Gemma3 mixed-length sliding-window NaNs." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different areas: torch.export/torch_compilable_check vs dtype mismatches in bfloat16 inference." + "reason": "torch.export/check failure is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Different v5 regressions: non-persistent buffer initialization vs ModelOutput key assignment." + "reason": "Qwen3-MoE sliding_window issue is unrelated to init_empty_weights unexpected argument handling." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different problem classes: FSDP CPU RAM efficient loading vs ModelOutput key handling." + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is custom model initialization; not the same code-path." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs vLLM model-loading failure for PaddleOCR-VL." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Both Qwen2.5-VL position-id bugs, but one affects still-image temporal positions and the other video vision_position_ids; not the same concrete bug." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different internals: base_model_prefix loading vs custom model initialization." + "reason": "TF backend packaging issue is unrelated to PaddleOCR-VL loading failure in vLLM." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different loading/runtime failures: Whisper model cannot run vs meta-device loading breakage in some models." + "reason": "Whisper runtime failure is unrelated to meta-device model loading breakage." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized flag handling vs dtype mismatch during bfloat16 inference." + "reason": "Different regressions: hf initialization flag handling vs bf16 dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR long-input index error." } ] }, @@ -3553,15 +3550,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", @@ -3573,297 +3569,291 @@ "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", "issue:43482", "issue:43550", "issue:43572", "issue:43606", + "issue:43644", "issue:43701", - "issue:43720", "issue:43746", + "issue:43761", "issue:43819", "issue:43873", "issue:43881", "issue:43994", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44568", "issue:44610", + "issue:44617", "issue:44877", "issue:44898", - "issue:44991", "issue:45072", "issue:45325", + "issue:45381", "issue:45584", - "issue:45701", "issue:45759", "issue:45800", "issue:45823", - "issue:45834", "issue:45920", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ "issue:43994|issue:44898", - "issue:45325|issue:45834", + "issue:44079|issue:44534", "issue:43454|issue:44466", + "issue:40444|issue:45381", "issue:42915|issue:43482", + "issue:45325|issue:45381", + "issue:43644|issue:44079", "issue:43296|issue:45800", - "issue:43701|issue:45325", + "issue:35707|issue:40444", "issue:44479|issue:45823", - "issue:44291|issue:44877", + "issue:43761|issue:44079", "issue:43606|issue:44265", - "issue:43873|issue:45701", - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:35707|issue:41720", - "issue:44186|issue:44265", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43701|issue:45325", "issue:44568|issue:45920", "issue:43606|issue:43819", "issue:43881|issue:44488", "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43262|issue:43746", "issue:43454|issue:43550", "issue:39692|issue:40444", + "issue:40990|issue:45584", "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:43572|issue:45759", "issue:43257|issue:45923", "issue:40990|issue:42947", "issue:43317|issue:43873", - "issue:43377|issue:44898", - "issue:43322|issue:46050", - "issue:43454|issue:43720", - "issue:41720|issue:43322", - "issue:43296|issue:44991" + "issue:43377|issue:44898" ], - "prepared_review_unit_hash": "24e4ce7be9570ecb6cbc130a2194a34610c694968d6b2f309f269d639fbc05ce", + "prepared_review_unit_hash": "7f31c4b840859991158b7cd382cd07b77c0f51553f62ff9e36c00887af9d9fc6", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "soft_pair_count": 31, + "serialized_chars": 37184, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-edge pairs mostly share broad themes (loading, offloading, tokenization, multimodal models) but not the same concrete bug. I rejected all soft duplicates and selected a single open, high-activity issue as the best available representative.", - "confidence": 0.83, - "canonical_issue_reason": "No clear duplicate center exists here; issue #43873 is the broadest, most active open issue with multiple references, so it is the best practical anchor if one issue must represent the cluster.", + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers v5-era bugs and regressions (multimodal position IDs, quantization/offload, tokenizers, config/load issues, etc.). The soft edges mostly reflect shared subsystem vocabulary rather than the same concrete defect, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate cluster is apparent. If one issue must represent the group, issue:43873 is the broadest offloading/quantization report and has the strongest activity signal, so it is the most reasonable cluster placeholder.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the strongest combination of breadth, activity, and open status, making it the most suitable issue to track as the representative problem in this set.", + "best_issue_reason": "issue:43873 is the best representative issue because it is broad, active, and closest to the offloading/quantization theme that several other items loosely resemble.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are model-specific vision regressions, but they affect different models and failures (SigLIP2 inference vs Perceiver resize handling)." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure. Same vision domain, but not the same bug." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different model families and different bugs: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index overflow." + "reason": "One is a ModelOutput key assignment bug, the other is junk-filled non-persistent buffers. No concrete shared failure mode." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a generation bug and the other is a serialization/device inconsistency; not the same concrete code path." + "reason": "Both mention tied lm_head weights, but one is a model config failing to tie them and the other is device-dependent serialization behavior. Related, but not the same bug." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different failures in different loading paths: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." + "reason": "Different Qwen2.5-VL paths: multi-image finetuning with IterableDataset vs video position-id regression. Same model family, different defects." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Both are version compatibility complaints, but they concern unrelated stacks and failure modes." + "reason": "Different models and loaders: FineGrainedFP8 Qwen3Moe failure vs Qwen2.5-GGUF loading under v5. Not the same issue." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-index bug." + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids. Close, but not clearly one bug." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different model families and different runtime issues: video-input regression vs device-mismatch with PLE forwarding." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated internals with different symptoms." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "One is an init_empty_weights argument issue; the other is strict config loading for granite_speech. Different code paths." + "reason": "Different stack and failure: PaddleOCR-VL loading in vLLM vs a torch/transformers version incompatibility. Not a duplicate." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenizer changes." + "reason": "One is a Qwen-vl video-input regression, the other a Gemma4 device_map mismatch. Different model paths and bugs." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different code paths and failure modes." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "init_empty_weights signature mismatch is unrelated to strict config blocking granite_speech loading." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different model/runtime problems: generation with embeds vs Qwen3 auto device mapping cuda assert." + "reason": "Both are OOM-related, but one is int4 quantization memory growth and the other is a Sam3Video OOM report. Too broad to merge." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export incompatibilities." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer-related, but one is a specific BOS/EOS regression and the other is a broad wrong-token-IDs regression across many models." + "reason": "Two tokenizer regressions, but on different APIs and models: special-token insertion vs wrong token IDs across multiple families." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to DAC.from_latents differing from forward pass." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." + "reason": "Different model-loading failures for unrelated models; only the generic 'does not load' wording overlaps." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different model families and different device/runtime failures." + "reason": "Different device-mapping bugs on different models; one is cudaErrorAssert on A800, the other is Gemma4 PLE mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/generation bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "Weight-tying in AyaVisionConfig and torch.compile/SDPA in Bamba are different bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Different multimodal issues: doc-example mismatch/quantization vs finetuning iterable dataset handling." + "reason": "Doc example errors for SigLIP2 are not the same as Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language-model benchmark and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo image-size mismatch are different model-specific problems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different issues: tied-weight generation bug vs dtype mismatch in bfloat16 inference." + "reason": "lm_head weight tying and bf16 dtype mismatches in wrapper models are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config is unrelated to failing to unwrap text_config in composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as composite Qwen text_config unwrapping." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different model families and different configuration/loading concerns." + "reason": "MOE weight conversion under accelerate+deepspeed and a missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "Perplexity regression on gpt-oss-20b and ineffective gradient checkpointing with PEFT LoRA are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading complaint; not clearly the same bug." + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad offloading complaint. Not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and different functionality: padding-mask batching vs non-default image-size interpolation." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization breakage are unrelated." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Tied lm_head weights bug is unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Different multimodal model failures and different root causes." - }, - { - "left": "issue:43296", - "right": "issue:44991", - "accept": false, - "reason": "Different loading problems for different models; no shared concrete bug." + "reason": "MIMI encoder batching/padding-mask behavior is unrelated to Perceiver interpolation on non-default resolutions." } ] }, @@ -3879,24 +3869,28 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:36010", + "issue:34634", + "issue:35707", "issue:36331", - "issue:40990", "issue:41720", + "issue:42175", "issue:42617", "issue:42915", "issue:43295", + "issue:43296", "issue:43317", + "issue:43322", "issue:43404", "issue:43450", + "issue:43454", "issue:43526", "issue:43550", "issue:43577", @@ -3915,8 +3909,6 @@ "issue:44479", "issue:44534", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3924,276 +3916,284 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45081", - "issue:45161", "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", "issue:45704", - "issue:45812", - "issue:45823" + "issue:45823", + "issue:46050", + "issue:46291" ], "soft_pairs": [ - "issue:43749|issue:44534", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43296|issue:44991", "issue:41720|issue:44977", - "issue:42617|issue:42915", + "issue:44991|issue:46291", "issue:43526|issue:43883", "issue:44466|issue:45357", "issue:43881|issue:44991", - "issue:40990|issue:45701", - "issue:44387|issue:45704", - "issue:36331|issue:42617", + "issue:42617|issue:42915", + "issue:35707|issue:41720", "issue:44008|issue:45823", + "issue:34634|issue:35707", "issue:43577|issue:43708", - "issue:44186|issue:45072", "issue:44877|issue:44991", - "issue:36331|issue:42915", "issue:43450|issue:45701", + "issue:44186|issue:45072", "issue:43404|issue:45357", "issue:43550|issue:43720", - "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:42175|issue:46291", + "issue:36331|issue:42617", "issue:44423|issue:45406", - "issue:41720|issue:42617", + "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:43550|issue:43606", "issue:44610|issue:44898", - "issue:44479|issue:44918", + "issue:43749|issue:44534", "issue:44186|issue:44610", "issue:45632|issue:45684", - "issue:42915|issue:43317", + "issue:43322|issue:46050", "issue:43295|issue:45701", - "issue:36010|issue:42617", - "issue:41720|issue:45161", - "issue:44671|issue:44743", - "issue:45081|issue:45812" + "issue:42915|issue:43317", + "issue:44479|issue:44918", + "issue:41720|issue:43322" ], - "prepared_review_unit_hash": "b6c66d026fbb2c5f2161fafad2e95058475da46b9c0801d511b3a0100ba23e68", + "prepared_review_unit_hash": "01e3eaed31eeb95d3010b86883f5c8253cc78564db50721c02fe0d225d30bd80", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning tokenization, loading/offload, multimodal processors, quantization, and trainer behavior. None of the soft pairs look like true duplicates. If forced to pick an anchor, the broadest report is the offloading/quantization issue.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 is the broadest umbrella-style report here (offloading + quantization, multiple references), so it is the closest thing to a cluster anchor.", + "summary": "The set is highly heterogeneous: most pairs share only broad keywords (loading, offloading, generation, tokenizer, serialization) but not the same concrete bug or fix path. I found no soft pair that should be merged as duplicates with high confidence. No PRs are present in the cluster.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43873 is the broadest representative issue in the set: it is open, has substantial discussion/inbound references, and its scope (offloading with quantization) matches the common infrastructure theme better than the many model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable single issue to represent the set: it is detailed, active, and broadly scoped enough to cover nearby loading/offload regressions.", + "best_issue_reason": "issue:43873 is the best global issue candidate for the cluster because it is the most umbrella-like, active, and centrally referenced loading/offloading problem among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression vs tokenization behavior changes; different failure modes and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is tied-weight serialization and the other is packed-weight unpacking for BitNet; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "Both are loading/runtime regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer serialization; different bugs." + "reason": "Model load failure in vLLM vs tokenizer loading regression; unrelated subsystems." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different failures in different code paths: device-map CUDA assert vs flash-attn generation regression." + "reason": "Different Qwen variants and different symptoms: device-map CUDA assert vs flash-attention generation bug." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "3d_parallel.py failure and Qwen3Moe FP8 loading failure are unrelated issues." + "reason": "Tokenizer loading regression vs kernels package import/version requirement issue; separate root causes." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Molmo tied-weights attribute error are unrelated." + "reason": "Image processor label reduction bug vs missing tied-weights metadata on a model class; unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is visual encoder key names; not the same bug." + "reason": "Both involve serialization, but one is lm_head weight saving by device and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading problems, but one is model loading and the other is tokenizer loading for a different model family." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity on gpt-oss and tokenization changes across versions are too different to be duplicates." + "reason": "Different failures: model loading vs tokenizer loading; no shared concrete defect." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both mention memory, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak." + "reason": "3d_parallel.py runtime issue vs Qwen3Moe FP8 config failure; not the same underlying bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Trainer API argument mismatch and a parallel script failure are different problems." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a device-mapping CUDA assert." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n forward variable collision and Gemma4 device mismatch are distinct bugs." + "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch; different models and bugs." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "BLIP2 dtype loading issue and trainer checkpoint resume/max_steps bug are unrelated." + "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Tokenizer crash on NER/padding and bf16 dtype mismatches are different subsystems and failure modes." + "reason": "Blip2 dtype loading bug vs Trainer max_steps resume calculation; different layers of the stack." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated." + "reason": "Strict config handling for granite_speech vs tokenizer loading regression; unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Unexpected compute_loss kwarg and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Video processor batch-shape bug vs tokenization changes; no common code path." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Batched video processor shapes and version-dependent tokenization are not the same bug." + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in inference; unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder save_pretrained issues are different model bugs." + "reason": "Weight-tying bug in Mistral3 vs incorrect saved visual encoder keys in Qwen3.5; different symptoms and fixes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both touch quantized loading, but torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." + "reason": "torch.compile/SDPA failure vs accelerate loading of packed weights; separate problems." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both are offloading/memory-related, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." + "reason": "Trainer API signature mismatch vs FP8 model load failure; no shared bug." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time bugs." + "reason": "Packaging/backends installation issue vs kernels dependency version gating; not duplicates." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "CUDA assert with auto device mapping and GPT-OSS MoE tensor parallelism are different model/runtime issues." + "reason": "Unexpected Trainer keyword argument vs parallel script failure; unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are unrelated." + "reason": "Continuous batching multimodal crash vs Gemma4Processor missing _tokenizer; different failure points." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization memory regression vs apex RMSNorm memory leak; both are memory-related but not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Mistral regex patch crash and Granite token-ID regression both involve tokenizers, but they are distinct models and distinct failure causes." + "reason": "Both mention memory/offload, but one is quantization offloading in general and the other is mmap on Strix Halo; different fixes." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/loading related, but Bamba SDPA torch.compile failure and Bark CPU offload device mismatch are different bugs." + "reason": "Different model-specific loading/compile failures; no shared code path." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch and Perceiver non-default-resolution handling are similar only at a high level; not the same concrete issue." + "reason": "Processor output-size mismatch vs Perceiver interpolation failure; both vision-related but not the same bug." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Video-input regression for Qwen VL models and TRL SFT embedding unpacking are different Qwen3.5 problems." + "reason": "FSDP CPU RAM-efficient loading regression vs non-persistent buffer junk; different runtime paths." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and image processor resolution mismatch are separate processor bugs." + "reason": "Tokenizer crash on NER/batched padding vs image processor output resolution mismatch; unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision and read-only permissions propagation are unrelated save_pretrained concerns." + "reason": "Cache path collision for trust_remote_code vs permissions propagation in save_pretrained; separate concerns." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "FineGrainedFP8Config load failure and dequantized model GPU/CPU offload failure are different quantization/offload bugs." + "reason": "Segfault while loading Llava Next vs sinq quantization save/load breakage; not the same underlying defect." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression with images and tokenization changes across versions are not the same failure." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + "reason": "Processor.tokenizer regression in v4.57.5 vs tokenization changes across versions; different reported breakages." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Auto device mapping CUDA assert and GPT-OSS MoE tensor parallel failure are different runtime issues." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model loading with GPU+CPU offload; related theme, but distinct bugs." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Masked LM prediction bug and recurrent-state reset bug do not share the same code-path problem." + "reason": "Video-input regression in several Qwen VL models vs TRL SFT unpacking of embeddings; unrelated paths." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Tokenizer backend_tokenizer crash and Granite token-ID regression are not the same concrete bug." + "reason": "Device-map CUDA assert on Qwen3 vs Llava Next segfault; both model loading issues but different failure modes and fixes." } ] }, @@ -4209,30 +4209,31 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:29159", "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", + "issue:36010", "issue:36032", - "issue:36331", + "issue:40990", "issue:41720", - "issue:42490", + "issue:42617", "issue:42915", "issue:43316", "issue:43322", - "issue:43329", "issue:43388", "issue:43421", + "issue:43425", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", @@ -4241,238 +4242,269 @@ "issue:43606", "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43873", "issue:43881", - "issue:43927", "issue:44186", "issue:44361", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", + "issue:44530", "issue:44545", - "issue:44625", + "issue:44671", + "issue:44743", "issue:44913", - "issue:44991", "issue:45059", + "issue:45081", + "issue:45161", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", - "issue:45812" + "issue:45812", + "issue:46291" ], "soft_pairs": [ + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:45081|issue:45812", "issue:43531|issue:43572", "issue:43316|issue:44913", "issue:43540|issue:43782", + "issue:44671|issue:44743", "issue:43526|issue:43881", "issue:44186|issue:44361", - "issue:42915|issue:43322", "issue:43421|issue:45812", - "issue:36331|issue:41720", "issue:29159|issue:36032", - "issue:43388|issue:45059", - "issue:33357|issue:35707", "issue:45406|issue:45464", - "issue:30064|issue:34634", "issue:43550|issue:43653", + "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:41720|issue:43746", - "issue:43873|issue:45704", + "issue:44530|issue:46291", "issue:43421|issue:45701", + "issue:42915|issue:43322", "issue:43606|issue:43653", - "issue:34634|issue:41720", "issue:43531|issue:45759", - "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:44492|issue:44509", + "issue:43388|issue:45059", "issue:44514|issue:44545", - "issue:44625|issue:45479", - "issue:43421|issue:43927", - "issue:44451|issue:44991" + "issue:43873|issue:45704" ], - "prepared_review_unit_hash": "f9d55ee42e49306caade67357748827b4931cc6552a497fcea3fb4da1039098a", + "prepared_review_unit_hash": "88811b8c44d401244575c0aa563c9436c9690bfb9818f94ddebd970fabddf15e", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35600, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate pair stands out: issue 44514 and 44545 have the same title and describe the same Qwen2_5_VLProcessor.apply_chat_template batching bug. The rest are only loosely related by model family or subsystem and should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44514 is the cleaner canonical choice: it is the earlier report of the exact batched padding=False crash and matches issue:44545 one-to-one.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenizers, multimodal processors, generation, configs, loading, and distributed inference. The only clear duplicate pair is the Qwen2.5-VL batched `padding=False` crash.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the best canonical issue: it is the earlier, more specific report of the exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash, and issue:44545 appears to be the same bug with a near-identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best cluster representative because it is the exact duplicate target for the only strong soft match and has the clearest, most specific wording of the bug.", + "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate topic in this set and has the clearest, most precise wording of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version issues, but one is a perplexity regression and the other is a generic tokenization-change report; different symptoms and likely different causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "One is a Qwen3 device-mapping CUDA assert, the other is a failure running `3d_parallel.py`; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve large-model distributed setups, but the concrete failures differ: CUDA assert during auto device mapping vs tensor-parallel not working for GPT-OSS MoE." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import failure is unrelated to `3d_parallel.py` execution." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and `evaluate`/kernels import requirements are different dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to kernels version/revision import constraints." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different model families and different bugs: Mistral regex patching vs Granite token IDs." + }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different problems: one is a Qwen3-MoE sliding_window behavior issue, the other is a StableLmConfig missing pad_token_idx after v5 update." + "reason": "One is a Qwen3-MoE sliding-window behavior bug; the other is a StableLm config attribute regression." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct not persisting on reload; not the same bug." + "reason": "Both are config-related, but one is a Gemma3 API discrepancy and the other is GPTNeoX config reload behavior." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different code paths and symptoms: video input processing failure in Qwen3OmniMoe versus from_pretrained weight_only loading error in Qwen3VL." + "reason": "Qwen3OmniMoe video-processing `ValueError` and Qwen3VL `weight_only=True` load failure are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated models and failure modes: BeitImageProcessorFast label reduction bug versus glm-4v-9b loading failure." + "reason": "BEiT label reduction and glm-4v loading failure are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer crashes, but on different tokenizers and different behaviors; not the same underlying defect." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different loading failures for different models: Qwen3Moe with FineGrainedFP8Config versus Llava Next segmentation fault." + "reason": "Both are tokenizer crashes, but they affect different tokenizers/models and different task contexts; not the same underlying bug." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenization internals, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; distinct bugs." + "reason": "Special-token runtime post-processor update bug is different from Granite token-ID regression." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Generic slow/fast tokenizer inconsistency is broader and different from the specific T5 `add_special_tokens` name conflict." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer class attribute conflict on load. Not the same issue." + "reason": "Gemma4Processor `_tokenizer` crash in serve and Qwen3.5 streaming chat/completions failure are distinct server/model issues." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Different training/evaluation and multimodal input bugs; no concrete shared code-path." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token decode issue are unrelated." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Both involve loading/offloading, but one is CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading; different concrete bugs." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming chat/completions failure." + "reason": "Void segmentation-map processing and Bark voice_preset failures are unrelated." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44530", + "right": "issue:46291", "accept": false, - "reason": "Quantized offloading behavior and an apex RMSNorm memory leak are distinct issues." + "reason": "PagedAttentionCache group-type crash and kernels import-version requirement are unrelated." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor handling is not the same as a broad tokenization-version regression." + "reason": "Runtime special-token/post-processor behavior is unrelated to tokenization changing across Transformers versions." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Different failure modes in CI: device mismatch during CPU offload versus mask token registration/empty decode in BigBirdTokenizer." + "reason": "Qwen3MoE FP8 failure and Llava Next segmentation fault are unrelated model-loading problems." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "CPU offload device mismatch is not the same bug as BigBirdTokenizer mask-token registration/empty decode." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config not unwrapping text_config are different bugs." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "A trailing-slash local path import warning is unrelated to multimodal token counting with undefined helpers." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to `AutoModelForCausalLM.from_config` failing to unwrap `text_config`." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to generation with inputs_embeds/past_key_values." + "reason": "Trainer token-count state not updating and progressive generation with `inputs_embeds`/`past_key_values` are different behaviors." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and obsolete pipeline-task documentation are not the same bug." + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering on the last batch vs SAM3 PCS text/bounding-box behavior are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and same reported crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; clear duplicate." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and zero-loss single-label classification are separate configuration/training issues." + "reason": "These are the same bug: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Special-token post-processor updates and DiaConfig custom token IDs after save/load are different state-persistence bugs." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer loading regressions, but for different models and causes; not safe to merge as duplicates." + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster judgment is grounded in the packet: 44514 and 44545 are the only clear duplicate pair, and the rest of the soft matches are conservatively rejected with model/subsystem-specific reasons. Minor precision note: their titles are nearly identical rather than exactly the same, but the duplicate call is still well supported." + "feedback": "Grounded and conservative overall. The only accepted duplicate pair is supported by near-identical titles and timestamps, and the soft-edge rejections stay cautious without overstating equivalence. Canonical issue choice is reasonable from the packet." }, "evaluator_used": true, "retried": false, @@ -4485,37 +4517,35 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:30064", - "issue:36010", + "issue:33666", + "issue:34634", + "issue:35707", "issue:39692", - "issue:40444", "issue:41720", + "issue:42490", "issue:42886", + "issue:43329", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", - "issue:43596", - "issue:43645", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44062", - "issue:44077", "issue:44186", - "issue:44220", "issue:44368", "issue:44451", "issue:44589", @@ -4527,268 +4557,262 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", "issue:45759", "issue:45859", "issue:45907", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", "issue:44898|issue:45072", + "issue:44451|issue:44991", "issue:45759|issue:45859", + "issue:33666|issue:35707", "issue:43531|issue:44589", - "issue:44077|issue:44625", - "issue:43782|issue:45381", "issue:45588|issue:45759", "issue:44987|issue:45042", "issue:44062|issue:44451", "issue:44368|issue:45357", "issue:39692|issue:44610", - "issue:43746|issue:46050", - "issue:44918|issue:44936", "issue:43421|issue:43653", "issue:45704|issue:45923", + "issue:44918|issue:44936", "issue:45663|issue:45923", "issue:43381|issue:43844", "issue:42886|issue:44843", + "issue:34634|issue:41720", "issue:45704|issue:45859", "issue:43421|issue:44186", - "issue:43531|issue:43645", - "issue:41720|issue:45704", - "issue:43994|issue:44671", - "issue:43746|issue:43873", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:39692|issue:43873", - "issue:43596|issue:44220", - "issue:40444|issue:43746", - "issue:45356|issue:45907", - "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:43653|issue:43720" + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:45356|issue:45907" ], - "prepared_review_unit_hash": "f98ec39af6790766aff881419018958930c5d2170cac0ecb1837bcec0a9970aa", + "prepared_review_unit_hash": "726af909ef077f2202db8f0ac8b803af83b96af11acc43d62003680b2b170727", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37389, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-linked pairs mostly describe different models, different subsystems, or different failure modes, so none should be merged as duplicates.", + "summary": "This cluster is heterogeneous: mostly unrelated issue reports across different models, tokenizer paths, training setups, and docs/examples. There are a few thematic overlaps, but no pair looks like the same underlying bug or change, so I would not merge any of the soft candidates.", "confidence": 0.96, - "canonical_issue_reason": "No single issue is a true canonical duplicate for the whole set, but issue #45081 is the most concrete and actionable representative because it has a narrow tokenizer crash, a specific trigger (`fix_mistral_regex=True`), and a clear traceback.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45081 is the best standalone triage target: it is specific, reproducible, and points to a clear code path in tokenizer regex patching.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different failure surfaces: local-path import warning vs undefined video token counting helpers in multimodal processing." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated models and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token/config state, but one is runtime post-processor updates and the other is save/load loss of custom token IDs." + }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and symptoms: image classification resolution handling vs bfloat16 dtype mismatch." + "reason": "Different model classes and bugs: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapper inference." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Both touch Qwen 3.5/3.6, but one is `from_config` unwrapping and the other is CPU offload rotary embedding behavior." + "reason": "Both are tokenizer/model loading failures, but for different models and likely different root causes." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding window vs missing float8 storage type." + "reason": "Different concrete problems: config unwrapping for multimodal CausalLM vs CPU-offload incompatibility in rotary embedding." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Different model families and failure modes; `post_init` policy vs `num_labels` propagation." + "reason": "Different workflows and models: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen-VL related, but they report different code paths and different bugs." + "reason": "Different bugs entirely: sliding_window behavior in Qwen3-MoE vs missing Float8 storage deserialization support." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling is unrelated to composite config unwrapping." + "reason": "Different subsystems: flash_attention crash on sink-less models vs multimodal config unwrapping." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model package and PIL backend torchvision requirements are different issues." + "reason": "Separate issues: one model load regression, the other unnecessary torchvision dependency in PIL image processors." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Tokenizer constructor argument collision vs a model loading failure; not the same bug." + "reason": "Tokenizer construction error vs failing to load a specific pretrained model; not the same bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tied embeddings is not the same as incorrect visual encoder keys on save." + "reason": "Different Qwen3.5 issues: warning about tie_word_embeddings during fine-tuning vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention vision models, but one is a SigLIP2 docs/example problem and the other is OmDet processor/model size mismatch." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption are different persistence bugs." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Training/input unpacking failure vs generic evaluate-after-train failure; no shared concrete code path." + "reason": "Both mention processor/example mismatches, but one is docs/quantization errors and the other is an image size mismatch in OmDet-Turbo." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs BigBird mask-token registration issue." + "reason": "Shared tokenizer/special-token theme, but one is runtime post-processor syncing and the other is BigBird mask token registration." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag." + "reason": "Different concerns: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Qwen3.5 input embedding unpacking vs evaluate() failing after train()." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "FSDP2 shared_kv_states bug is unrelated to trust_remote_code capability flags." + "reason": "Different code paths: Gemma-4 FSDP2 shared_kv_states bug vs missing model capability flag." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient explosion." + "reason": "Both training-related, but one is gradient checkpointing in eval mode and the other is ZeRO-3 gradient growth." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline tokenization, but one is cache loading while the other is an unconditional `model_info()` call in a Mistral regex patch." + "reason": "Both touch offline tokenizer loading, but one is a generic cache failure and the other is a specific _patch_mistral_regex/model_info call." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely different model families and bug types: BarkProcessor voice preset vs Qwen3 device-mapping CUDA assert." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different failures: apex RMSNorm leak vs CPU-offload incompatibility in Qwen rotary embedding." + "reason": "Different implementation areas: T5 normalization memory leak vs CPU-offload failure in Qwen3_5Moe rotary embedding." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor refresh bug vs LayoutLMv2 NER/padding crash." + "reason": "Both tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/padding crashes." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to Jupyter custom-model initialization." + "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." }, { - "left": "issue:41720", + "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping assert is unrelated to T5 RMSNorm leakage." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different model regressions: SigLIP2 inference quality vs CamemBERT masked-LM predictions." + "reason": "No overlap beyond general training/runtime issues; gradient-checkpointing eval mode is unrelated to T5 RMSNorm leak." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Local checkpoint loading with adapters is not the same as quantization offloading behavior." + "reason": "Both are Qwen VL issues, but one is weight_only load failure and the other is wrong video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is a hard crash and the other is a tokenizer codec/regression warning issue." + "reason": "Related by fix_mistral_regex naming, but one crashes on backend_tokenizer access while the other is a Kimi-K2.5 codec/regression warning issue." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs/example quantization failure is not the same as general offloading behavior with quantized models." + "reason": "Different problems: documentation/example mistakes vs offloading behavior with quantization." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel indexing bug vs audio feature extraction helper failure." + "reason": "Both involve classification labels, but one is config propagation and the other is a degenerate zero-loss training bug." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech checkpoint loading." + "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression with mistral regex is unrelated to a hub API forwarding bug." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Void segmentation-map processing and `GenerationMixin` import errors are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are different code paths." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + "reason": "Unrelated: tokenizer regression in Kimi-K2.5 vs Hub API forwarding revision in list_repo_files." } ] }, @@ -4804,282 +4828,302 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:30064", + "issue:36010", "issue:36331", "issue:39692", - "issue:41720", + "issue:42915", "issue:43295", - "issue:43322", "issue:43335", "issue:43388", "issue:43421", "issue:43531", "issue:43540", "issue:43550", - "issue:43577", + "issue:43596", "issue:43618", "issue:43643", "issue:43653", "issue:43697", "issue:43716", + "issue:43720", + "issue:43746", "issue:43756", - "issue:43782", - "issue:43818", "issue:43819", + "issue:43873", "issue:43950", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", "issue:44448", "issue:44488", + "issue:44625", "issue:44661", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", "issue:45081", - "issue:45084", "issue:45183", "issue:45381", "issue:45479", - "issue:45685", "issue:45834", "issue:45987", - "issue:46032" + "issue:46032", + "issue:46050" ], "soft_pairs": [ + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:43653|issue:43720", "issue:44220|issue:44661", + "issue:44077|issue:44625", "issue:43540|issue:44008", "issue:43618|issue:43697", + "issue:42915|issue:43746", "issue:43550|issue:45072", + "issue:43746|issue:43873", "issue:43295|issue:45834", "issue:43550|issue:43819", - "issue:44062|issue:44488", "issue:45183|issue:45479", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:43322|issue:45685", "issue:44186|issue:44898", - "issue:43335|issue:43756", "issue:43653|issue:43819", + "issue:43335|issue:43756", + "issue:44062|issue:44488", "issue:43531|issue:43643", - "issue:44843|issue:45081", "issue:43950|issue:45987", - "issue:30064|issue:36331", + "issue:44843|issue:45081", "issue:43540|issue:45381", "issue:43643|issue:44877", + "issue:30064|issue:36331", "issue:43421|issue:44811", "issue:44448|issue:44671", - "issue:41720|issue:44991", - "issue:39692|issue:45834", - "issue:43782|issue:44977", - "issue:44821|issue:45084", - "issue:43577|issue:43818" + "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "3fefe01647d8a2cef8979d75bd279a6ba82b710629a9522898a3f3c3df69b915", + "prepared_review_unit_hash": "86abff707fb95fcd3cfd687dcba8deb54f756c71cf8eb6e4260892b9f6c1380e", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36193, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "node_count": 47, + "item_count": 47, + "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": "Most items are unrelated standalone bugs. No duplicate cluster is strong enough to canonicalize across the set. The closest pair is the two `_patch_mistral_regex` reports, but they describe different failure modes, so I would still keep them separate.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items cover unrelated bugs/regressions in tokenizers, config loading, multimodal preprocessing, training, quantization, and model-specific inference paths. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the artifacts are not the same underlying bug and span unrelated code paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because the cluster is not duplicate-like; any pick would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: DeepSpeed/BertModel init vs audio fbank extraction." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading/unpacking bug vs DAC latent conversion/STE mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; not the same bug." + }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Different subsystems and failures: audio feature extraction vs tokenizer mapping/model registration." + "reason": "Audio feature extraction vs add-new-model-like/TOKENIZER_MAPPING_NAMES handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation are different config issues." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model issues, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n forward variable collision." + "reason": "Qwen3OmniMoe video ValueError vs Gemma3n variable-name collision AttributeError." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP output field regression vs RTDetrV2 output mismatch; different model families and bug shapes." + "reason": "CLIP attentions regression vs RTDetrV2 output drift; different models and defects." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bamba SDPA/torch.compile failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading vs offloading-with-quantization behavior; not the same path." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR sequence-length indexing; not the same underlying bug." + "reason": "processor.tokenizer regression vs Kosmos2.5 long-OCR index error; unrelated." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different code paths: compile+SDPA versus DAC latent reconstruction mismatch." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken construction error vs tokenizer load failure for a specific model; too different to merge." + "reason": "torch.compile SDPA bug vs DAC from_latents/STE mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error-message bug vs a degenerate loss computation bug; distinct fixes." + "reason": "input_ids/inputs_embeds validation vs single-label-classification zero-loss issue." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Dtype mismatch in BLIP2 image preprocessing is unrelated to Gemma 3n attribute collision." + "reason": "Image-preprocessor dtype mismatch vs audio_mel_mask attribute collision." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; different APIs and symptoms." + "reason": "gather_for_metrics label truncation vs Mamba2 use_cache correctness." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram Int error are unrelated." + "reason": "LayoutLMv2 tokenizer crash vs Perceiver resolution/interpolation failure." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer crash on NER/padding inputs versus Perceiver image-resolution failure; no shared root cause." + "reason": "BigBird special-token decode regression vs DAC latent/STE mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are separate model-configuration issues." + "reason": "SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer omission." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." + "reason": "AddedToken kwarg conflict vs tokenizer/model loading failure are not the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window issue and AutoConfig trust_remote_code regression are different bugs." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call regression and the other is a missing `backend_tokenizer` AttributeError; not the same concrete bug." + "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code config field loss." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "from_pretrained buffer corruption is unrelated to StaticCache sequence-length return type." + "reason": "Non-persistent buffer corruption vs StaticCache return-type contract." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature compatibility are unrelated." + "reason": "Both involve Mistral regex handling, but one is offline model_info() access and the other is backend_tokenizer attribute access; different failure points." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video ValueError does not match Qwen2.5-VL vision position-id bug." + "reason": "Qwen3OmniMoe video-processing ValueError vs qwen2.5-vl vision_position_ids mismatch." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is not the same as strict config rejection for granite_speech." + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict-config rejection for granite_speech." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing vs CustomTrainer.compute_loss kwarg error." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer behaviors." + "reason": "Tokenizer post-processor refresh vs Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different output regressions in Pegasus vs CamemBERT; no shared underlying change." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "Qwen3 A800 cudaErrorAssert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input indexing." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are distinct failures." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype propagation bug and Video-LLaVA missing temporal-attention issue are not duplicates." + "reason": "SigLIP2 doc/quantization example issues vs Kosmos2.5 OCR index error." } ] }, @@ -5095,38 +5139,36 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", - "issue:36331", "issue:42175", "issue:43262", - "issue:43526", + "issue:43322", + "issue:43404", + "issue:43452", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", - "issue:43697", "issue:43720", - "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", "issue:43906", "issue:43994", "issue:44186", - "issue:44291", "issue:44442", "issue:44479", "issue:44485", @@ -5135,258 +5177,257 @@ "issue:44610", "issue:44671", "issue:44805", + "issue:44821", "issue:44857", "issue:44936", - "issue:45003", + "issue:44977", + "issue:44991", "issue:45020", "issue:45072", "issue:45081", - "issue:45325", + "issue:45084", "issue:45406", "issue:45584", + "issue:45685", "issue:45701", "issue:45834", "issue:45987", "issue:46192", - "issue:46209", - "issue:46285" + "issue:46209" ], "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43577|issue:43818", "issue:45584|issue:45834", - "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43322|issue:45685", "issue:43606|issue:45072", - "issue:43644|issue:43749", "issue:44479|issue:45834", - "issue:43577|issue:43582", - "issue:34634|issue:36010", + "issue:44186|issue:44442", "issue:43825|issue:43994", - "issue:44805|issue:44936", + "issue:34634|issue:36010", "issue:44561|issue:45020", "issue:44485|issue:44509", "issue:45987|issue:46192", "issue:28218|issue:29159", - "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:43782|issue:45325", - "issue:43906|issue:46209", + "issue:43452|issue:44991", "issue:43825|issue:43827", - "issue:43749|issue:44291", - "issue:42175|issue:45081", + "issue:43404|issue:43782", "issue:43582|issue:44857", + "issue:43906|issue:46209", "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:44671|issue:45701", "issue:43262|issue:43819", - "issue:43650|issue:43906", - "issue:43526|issue:43697", - "issue:34634|issue:36331", - "issue:45003|issue:46285" + "issue:43650|issue:43906" ], - "prepared_review_unit_hash": "efcfb1e6a29b757a221e752bb0c609414a1c9bd68e4a517cee0a0f1bc5bfe82e", + "prepared_review_unit_hash": "ffc6d79ca2f9664b952a060c1bbd843edc1bd7203eada876f64280989cdc6aad", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 35494, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs across unrelated models/subsystems. The only likely duplicate-style match is the tokenizer added-token spacing report vs the broader slow/fast tokenizer inconsistency report.", - "confidence": 0.58, - "canonical_issue_reason": "issue:29159 is the broader umbrella for the tokenizer inconsistency; issue:28218 reads like the specific symptom (extra space after an added token).", + "summary": "The items span many unrelated regressions across tokenization, model loading, multimodal processors, docs, and device/dtype issues. None of the soft pairs look like the same concrete bug or mergeable PR change, so I would reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the most representative open issue here: it is broad, user-facing, and has the highest apparent reach among the tokenizer-regression reports, making it the best single issue anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the cleanest representative of the one likely duplicate pair and has the broadest, most reusable bug framing among the tokenizer reports.", + "best_issue_reason": "issue:45701 is the best overall issue candidate because it is open, broadly phrased, and closest to a cluster-wide regression theme rather than a narrow one-off failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype inheritance bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: Whisper empty-transcription handling vs Kosmos2.5 long-OCR index error." + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both are tokenizer-related, but one is a LayoutLMv2 NER/padding crash and the other is an AutoTokenizer load failure for a different tokenizer class." + "reason": "AutoImageProcessor URL loading and Jinja/template compilation failures are unrelated loader issues." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Separate runtime bugs: Bark CPU offload device mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Llava Next segfault on load and MPS int histogram support are separate runtime problems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both concern loading behavior, but the concrete bugs differ: junk non-persistent buffers vs FSDP CPU RAM efficient loading breakage." + "reason": "CPU-offload device mismatch for Bark is not the same as dtype mismatches in other models." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different regression areas and model families: Qwen VL video-input regression vs Kosmos2.5 OCR long-input index error." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Unrelated issues: BLIP2 dtype propagation vs an Apple Silicon warmup TypeError." + "reason": "Video input regression in Qwen VL models is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different problems: BarkProcessor voice_preset handling vs GenerationMixin import failure." + "reason": "LayoutLMv2 tokenizer padding/NER crash and AutoTokenizer loading failure for FastSpeech2Conformer are different tokenizer bugs." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/pipeline-support issue; the other is nonsensical model outputs with pipeline/AutoModel, not the same bug." + "reason": "Bad v5 pipeline error message and SigLIP2 nonsensical outputs are not the same defect." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different training/evaluation failures with no clear shared code path." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import breakage are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related theme, but one is a specific helper removal regression while the other is a broad umbrella for remote_code breakage; not the same concrete bug." + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad umbrella report; not the same concrete bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Different API regressions: cache sequence length return type vs return_tensors being ignored with explicit text_kwargs." + "reason": "StaticCache return type bug and return_tensors being ignored are separate API issues." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Same tokenizer bug family: 28218 is a specific added-token spacing symptom, and 29159 describes the broader slow/fast tokenizer inconsistency." + "accept": false, + "reason": "Both involve tokenization, but one is an added-token spacing bug and the other is a broader slow/fast tokenizer inconsistency." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a generic tokenization-change report." + "reason": "Blip2 dtype propagation and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch; different code paths and symptoms." + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are not the same failure." }, { - "left": "issue:43720", + "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatch issues." + "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Different Qwen VL problems: weight_only loading error vs rope/position-id scaling bug." + "reason": "BitNet packed-weight unpacking during accelerate loading is a different loading path than dtype mismatch issues." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + "reason": "Both are loading regressions, but one is gguf_file/from_pretrained breakage and the other is a specific tokenizer load failure; not the same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both touch pipeline removals, but one is a runtime message bug and the other is stale documentation; different artifacts, not one duplicate change." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "Different loading failures: FSDP CPU RAM efficient loading vs init_empty_weights passing an unexpected argument." + "reason": "One is an incorrect error message, the other is stale docs; related topic, but not the same underlying change." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Install/backend packaging issue is unrelated to a tokenizer patch crash." + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-specific defects." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash are unrelated hardware-specific issues." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to Gemma4Processor missing _tokenizer in serve." + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are different attribute/path bugs." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Placeholder issue versus a concrete reproduction report; no shared bug." + "reason": "Missing TensorFlow backend dependency and tokenizer regex patch crash are unrelated." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different vision bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output regression." + "reason": "CamemBERT MLM prediction regressions may involve tokenization changes, but the reports are not concrete duplicates of the same bug." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BarkProcessor preset handling and CustomTrainer compute_loss signature changes are unrelated." + "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are different subsystems." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural inconsistency." + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction report." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair is reasonably supported by the titles: a specific added-token spacing symptom versus a broader slow/fast tokenizer inconsistency report. The remaining pairs are marked false with cautious, issue-level distinctions rather than overclaimed duplicates." - }, - "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 }, @@ -5395,14 +5436,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5412,7 +5454,6 @@ "issue:43262", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", "issue:43526", "issue:43531", @@ -5420,28 +5461,28 @@ "issue:43577", "issue:43638", "issue:43643", + "issue:43644", "issue:43645", "issue:43653", - "issue:43696", + "issue:43697", "issue:43720", "issue:43742", "issue:43746", + "issue:43749", "issue:43819", "issue:43854", "issue:43927", "issue:44060", + "issue:44291", "issue:44368", - "issue:44387", - "issue:44479", "issue:44554", "issue:44589", "issue:44610", - "issue:44617", "issue:44811", "issue:44912", "issue:44936", "issue:44977", - "issue:44991", + "issue:45003", "issue:45020", "issue:45042", "issue:45084", @@ -5449,241 +5490,249 @@ "issue:45538", "issue:45600", "issue:45759", - "issue:45803" + "issue:45803", + "issue:46285" ], "soft_pairs": [ + "issue:43526|issue:43697", + "issue:45003|issue:46285", "issue:43653|issue:44912", - "issue:43742|issue:45020", "issue:44060|issue:44368", + "issue:43742|issue:45020", "issue:45084|issue:45538", - "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43452|issue:44991", "issue:43746|issue:44811", + "issue:43644|issue:43749", "issue:43638|issue:44936", - "issue:44387|issue:44617", "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:36010|issue:43645", + "issue:34634|issue:36331", "issue:39692|issue:44912", - "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:43720|issue:44610", "issue:45459|issue:45803", + "issue:43454|issue:43577", "issue:36010|issue:36331", + "issue:43526|issue:44554", "issue:43531|issue:45042", - "issue:43454|issue:43577", "issue:43262|issue:44811", - "issue:43257|issue:43696", - "issue:42490|issue:43257", - "issue:43329|issue:44479", + "issue:43749|issue:44291", + "issue:43257|issue:43329", "issue:43643|issue:45759", - "issue:43329|issue:43450" + "issue:43329|issue:43450", + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "3a601712ff52765a5e717dd7e374935cb207e261c21e97088e7506442e06b8f0", + "prepared_review_unit_hash": "840aa2ddfa517ec73af763805d536b43868970d2d572ffb4c4943f2713f19983", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36168, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37068, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct Transformers bugs spanning loading, multimodal processing, quantization, and model-specific regressions. I did not find any soft pair that clearly looks like the same concrete bug/change; at most a few are loosely related by subsystem.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and best represents the loading/regression theme that overlaps with a few other issue titles, even though the cluster is not a true duplicate set.", + "summary": "These items are mostly unrelated Transformers bugs and regressions. The soft pairs share only broad subsystem similarity in a few cases, but none look like the same concrete underlying bug or change, so I reject all soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like regression report in the set, covering recent-version breakage across remote-code models and serving best as a general reference point.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor this cluster because it is the most general and centrally phrased regression report among the loading-related items; the rest are mostly model-specific or unrelated bugs.", + "best_issue_reason": "45020 is the best single issue to keep as the representative item because it is high-level, user-impacting, and spans a wider class of loading/runtime regressions than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Different code paths: tokenizer special-token decode failure vs MXFP4 quantization loading fallback." + "reason": "Different bugs and model families: BEiT label reduction vs RT-DETR v2 output differences." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated regressions: unsafe sys.modules access vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Both involve model loading, but one is a specific MobileLLM key error while the other is a broad remote_code regression; not the same concrete bug." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback issue; no shared code-path." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings, but they concern different Qwen model families and different symptoms; too loose to merge as one bug." + "reason": "Both mention Qwen tie-weight warnings, but one is a wrong tying bug and the other is a warning/config issue for a different scenario." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Unrelated failures: template-node compilation error vs CLIP tokenizer model_max_length bug." + "reason": "Specific MobileLLM loading key error vs broad remote_code breakage; not the same failure mode." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Completely different problems: BEiT label reduction bug vs MPS attention correctness issue." + "reason": "Template-node compilation error is unrelated to CLIPTokenizer max_length handling." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both touch multimodal/model config areas, but the reported failures are unrelated and not the same underlying change." + "reason": "Different areas entirely: multimodal token counting vs auto-mapping references to removed configs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Type/serialization storage error vs image-processor dependency regression; different failure modes." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Both are from_pretrained loading issues, but they affect different APIs/models and do not share a concrete bug." + "reason": "Float8 storage lookup error vs PIL image processor dependency regression; unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT checkpoint loading for GraniteSpeech vs Whisper decode parameter handling; different code paths." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different trainer failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train failure." + "reason": "Both are loading-related, but non-persistent buffer junk and FSDP CPU RAM efficient loading are distinct bugs." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM." + "reason": "Zero3 training IndexError with non-pretrained Bert vs evaluate-after-train failure; no duplicate signal." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA bug vs quantization-loading fallback bug; not the same code path." + "reason": "torch.compile/SDPA failure in Bamba vs MXFP4 quantization fallback in git-oss-20b." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "DAC latent decoding mismatch vs DiaConfig token-ID persistence and generation IndexError; unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin vs notebook custom-model initialization regression; different issues." + "reason": "Import path break for GenerationMixin vs notebook custom-model initialization break; different symptoms and fixes." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to git-oss MXFP4 loading behavior." + "reason": "Bark voice_preset bug and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to multimodal token counting/video helper undefined-symbol bugs." + "reason": "Docs example/model-processor mismatch and quantization failure vs a specific MXFP4 loading fallback bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model families and different loading/runtime failures." + "reason": "GLM-4.7-Flash loading test issue vs Qwen3.5 flash-attention generation issue; different models and failures." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero-probabilities output bug vs OmDet-Turbo processor/model input-size mismatch; not the same underlying defect." + "reason": "SigLIP2 zero probabilities vs OmDet-Turbo image size mismatch; not the same bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor output-shape mismatch." + "reason": "BitNet packed-weight loading bug vs OmDet-Turbo processor output shape bug." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are separate code paths with different bugs and fixes." + "reason": "Both involve exception handling, but they are different swallows in different modules and not the same defect." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwarg incompatibility are unrelated." + "reason": "AyaVision weight-tying bug vs Blip2 dtype propagation issue; unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs PIL/torchvision dependency regression are distinct." + "reason": "ImportError for GenerationMixin and compute_loss kwarg mismatch are clearly different bugs." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "lm_head weight tying bug vs Blip2 dtype propagation bug; unrelated." + "reason": "BEiT label reduction vs MPS attention correctness issue; no overlap beyond being model bugs." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Audio chat_template sampling-rate default vs Whisper batch_decode special-token handling are different bugs." + "reason": "Qwen3-MoE sliding_window issue is unrelated to torchvision dependency regression in PIL image processors." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 MoE weight conversion is unrelated to GPT-oss OOM." + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling; different processor paths." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Local-path trailing-slash import warning vs Qwen3 MoE weight conversion are different loading issues." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading regressions." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both involve video/VLMs, but one is an undefined-helper bug in multimodal token counting and the other is a Qwen video-input regression." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined video-token helpers; unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Remote_code config field loss and text_config unwrapping are related to config loading, but they are not the same concrete bug." + "reason": "Missing fields with trust_remote_code in AutoConfig vs composite Qwen text_config unwrapping in AutoModelForCausalLM; different config layers." }, { - "left": "issue:43450", - "right": "issue:43329", + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video helper functions vs batched video processor shape mismatch; same subsystem but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Batched video processor shape bug vs undefined video-token helper bug; related domain, different defect." + "reason": "Trailing-slash local-model import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." } ] }, @@ -5699,37 +5748,33 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:24643", - "issue:28282", - "issue:29127", "issue:29159", "issue:33357", "issue:34567", - "issue:34689", + "issue:38175", "issue:40990", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", + "issue:43329", "issue:43452", "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43696", "issue:43697", "issue:43742", - "issue:43749", - "issue:43756", - "issue:43824", "issue:43927", "issue:43931", "issue:44062", @@ -5737,9 +5782,10 @@ "issue:44479", "issue:44560", "issue:44568", - "issue:44756", + "issue:44737", "issue:44821", "issue:44849", + "issue:44898", "issue:44912", "issue:44987", "issue:44991", @@ -5752,264 +5798,266 @@ "issue:45405", "issue:45488", "issue:45538", + "issue:45588", "issue:45701", + "issue:45823", "issue:45859", "issue:45907" ], "soft_pairs": [ "issue:43606|issue:45859", "issue:34567|issue:40990", - "issue:43749|issue:44756", "issue:44568|issue:45356", - "issue:43257|issue:43931", + "issue:43329|issue:44479", "issue:29159|issue:34567", "issue:42915|issue:43742", "issue:44291|issue:45042", - "issue:42915|issue:44821", "issue:44849|issue:45701", - "issue:44987|issue:45538", - "issue:43927|issue:44912", + "issue:43257|issue:43931", "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:42915|issue:44821", "issue:41720|issue:43540", - "issue:42915|issue:45538", "issue:43697|issue:45357", "issue:44568|issue:45488", - "issue:44479|issue:45381", "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", "issue:43540|issue:44479", - "issue:42175|issue:43824", "issue:43540|issue:44560", "issue:43317|issue:45538", - "issue:44062|issue:44991", "issue:45137|issue:45405", - "issue:24643|issue:29159", "issue:44987|issue:45907", - "issue:28282|issue:34689", - "issue:43577|issue:45072", + "issue:24643|issue:29159", "issue:43742|issue:44291", - "issue:28282|issue:29127", - "issue:43257|issue:43756" + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43540|issue:45823" ], - "prepared_review_unit_hash": "21b646af5aabd14d5d597f5e6830eab6619e6134dce663b4ab1ff17a2896601e", + "prepared_review_unit_hash": "bea4e23ce16e436c3334580e4604935b10510e72b13fc8dbcf1521dd682bb646", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37284, - "estimated_input_tokens": 9321, - "estimated_eval_tokens": 18898 + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs look like lexical similarities rather than the same underlying bug. I did not find any pair that is safe to merge as duplicates, so all soft edges are rejected. The broad tokenizer-regression issue is the best representative issue in this set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45701 is the broadest, most central user-facing issue here: it captures a generic tokenizer-version regression and has the strongest downstream signal among the issues.", + "summary": "This is a mixed cluster of broadly similar-looking but mostly unrelated transformer bugs (tokenizer regressions, Qwen video/device-map issues, model loading/dtype problems). I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45488 is the clearest concrete bug report in the set and a good duplicate anchor: it describes a specific tokenizer regression with real downstream breakage and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best umbrella issue because it is generic enough to represent the recurring tokenization complaints in the cluster.", + "best_issue_reason": "Issue 45488 is the best overall issue here because it is specific, actionable, and representative of a real regression rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Device-mismatch CPU-offload CI failure vs a Qwen3_5MoE rotary-embedding/offload compatibility bug; different code paths." + "reason": "Both mention offload/device mismatch, but they involve different models and different failure paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting bug vs perplexity quality issue; unrelated symptoms and subsystems." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "FSDP CPU RAM-efficient loading regression vs mmap/OOM on Strix Halo; different mechanisms." + "reason": "Trainer state bookkeeping and GPT-oss perplexity are unrelated symptoms." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Special-token insertion bug in a tokenizer vs Kimi-K2.5 codec handling regression; not the same defect." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is codec/warning handling for a different model family." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Qwen3 MoE conversion with accelerate+deepspeed vs Qwen3-VL weight shape mismatch; different model-loading failures." + "reason": "Both concern video paths, but 43329 is an undefined-helper bug and 44479 is a broader regression across several Qwen variants." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs token-count tracking not updating; different features." + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure vs MobileLLM key error; different models and failure modes." + "reason": "FP8 Qwen3-MoE loading and MobileLLM key errors are different model-loading failures." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument regression vs PIL backend requiring torchvision; unrelated loader vs backend dependency issues." + "reason": "Unexpected init argument during empty-weight loading is unrelated to PIL/torchvision backend requirements." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3Moe FP8 failure vs AutoImageProcessor URL loading; no shared bug path." + "reason": "A Qwen3.5 hidden-states bug is not the same as a broad tokenization-change report." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3.5 hidden-states output bug vs generic tokenization-version regression; distinct behavior." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is different from a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Loading a specific model on >=5.1.0 vs CLIPTokenizer max-length constant bug; unrelated." + "reason": "GGUF/from_pretrained loading and Apple Silicon allocator warmup are unrelated bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token IDs lost on save/load vs MXFP4 quantization fallback; different areas." + "reason": "Custom token ID persistence and MXFP4 quantization fallback are different issues." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "gguf_file tokenizer/model loading failure vs Apple Silicon caching allocator TypeError; unrelated." + "reason": "FP8 config loading for Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map cuda assert vs video-input ValueError in Qwen3OmniMoe; different paths." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "MoE FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." + "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a video-processing ValueError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained visual-key regression; different code paths." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are unrelated code paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Special-tokens behavior bug vs LlamaTokenizer pre-tokenizer override bug; both tokenizer-related but not the same issue." + "reason": "Both are tokenizer bugs, but the concrete failures differ: missing BOS/EOS addition vs overriding tokenizer.json pre-tokenizer settings." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "General video-input regression across several models vs qwen2.5-vl vision_position_ids bug; too broad to merge." + "reason": "A MacOS CLIP bus error is unrelated to TrainerState token counting." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "MacOS bus error in CLIP community model vs TrainerState token counting; unrelated." + "reason": "Qwen3-MoE FP8 loading and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs multi-model v5.3.0 video regression; same broad area but not the same concrete bug." + "reason": "A model-loading regression and CLIPTokenizer max-length behavior are different bugs." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related regressions, but 45381 is specifically wrong vision_position_ids while 44479 is a broader v5.3 regression report." + }, + { + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Missing TensorFlow backend in extras install vs missing Qwen2_5_VL symbol import; different packaging/import issues." + "reason": "These both touch Qwen video input, but the failure descriptions point to different concrete bugs." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Video-input ValueError vs StopIteration in Qwen3-vl-embedding; distinct failures." + "reason": "Different Qwen video failures: ValueError in one model versus StopIteration in another." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "CPU+GPU offload dequantized-model load failure vs tokenizer max-length constant bug; unrelated." + "reason": "Device-map offload loading and CLIPTokenizer max-length are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "AddedToken keyword duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; different tokenizer bugs." + "reason": "DeepSpeed ZeRO3 deque errors and a PEFT version pin issue are not the same problem." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "DeepSpeed ZeRO3 deque IndexError vs PEFT minimum-version bump; not the same problem." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + "reason": "DeepSpeed training weight-shape runtime error is unrelated to tokenizer inconsistency." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Model loading regression vs list_repo_files not forwarding revision in CI; no shared bug." + "reason": "Key error loading a model and an unexpected init_empty_weights argument are different loading bugs." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Missing PyTorch import error vs model-loading regression for Llama 3.2 Vision; different root causes." + "reason": "Both are dtype-related, but they affect different models and different mechanisms." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Blip2 dtype persistence bug vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch; related to dtype, but not the same code-path." + "reason": "AddedToken special-argument duplication and a tokenizer-loading regression for est-roberta are not the same bug." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "MobileLLM key error vs init_empty_weights unexpected argument; different model-loading failures." + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failures are unrelated vision-model issues." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation message clarity; unrelated." + "reason": "XLNet CPU tensor creation and flash_attention sink-less-model crashes are unrelated." }, { "left": "issue:43257", - "right": "issue:43756", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss CUDA OOM are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Qwen3 MoE weights conversion issue vs Smollm3 RoPE-layer count bug; different model architecture problems." + "reason": "Both mention device placement, but one is a Qwen3OmniMoe video bug and the other is a Gemma4 PLE forward mismatch." } ] }, @@ -6025,34 +6073,35 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:24643", + "issue:28282", "issue:29127", "issue:34567", + "issue:34689", + "issue:36010", "issue:36331", - "issue:38175", "issue:42175", - "issue:42915", + "issue:43257", "issue:43404", "issue:43452", "issue:43493", "issue:43526", "issue:43531", - "issue:43540", - "issue:43582", "issue:43643", + "issue:43646", + "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", + "issue:43824", "issue:43906", "issue:43994", "issue:44062", @@ -6060,7 +6109,7 @@ "issue:44488", "issue:44589", "issue:44625", - "issue:44737", + "issue:44756", "issue:44792", "issue:44821", "issue:44877", @@ -6069,241 +6118,244 @@ "issue:44964", "issue:45042", "issue:45081", + "issue:45216", "issue:45325", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45479", - "issue:45588", "issue:45600", - "issue:45823", "issue:45920", "issue:45987", "issue:46121" ], "soft_pairs": [ - "issue:42175|issue:44488", - "issue:42915|issue:43749", - "issue:38175|issue:44898", - "issue:43582|issue:43782", - "issue:44737|issue:45588", - "issue:43540|issue:45823", - "issue:43906|issue:45381", - "issue:43526|issue:45479", - "issue:43493|issue:43994", "issue:43404|issue:45987", - "issue:44291|issue:44821", "issue:34567|issue:36331", - "issue:43756|issue:45325", + "issue:43906|issue:45381", "issue:44062|issue:45081", + "issue:43646|issue:43749", "issue:44913|issue:46121", + "issue:43493|issue:43994", "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:42175|issue:43824", + "issue:28282|issue:34689", "issue:45042|issue:45081", + "issue:45357|issue:45920", "issue:43742|issue:44589", "issue:43452|issue:44488", - "issue:45357|issue:45920", - "issue:43531|issue:44821", "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43531|issue:44821", "issue:43643|issue:45375", - "issue:24643|issue:29127", + "issue:43756|issue:45325", "issue:44625|issue:44877", - "issue:43720|issue:44898" + "issue:43720|issue:44898", + "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "a143ef663b740bad559413586a39faa7123e6cc4b6979a10b04bc071927ed084", + "prepared_review_unit_hash": "735f62dada01487b0a080fe48f796467c9e10f50b98df498a01ce6e2ada3d01e", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35790, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "soft_pair_count": 27, + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated transformer bugs; one clear duplicate pair stands out for SigLIP2 implementation/output issues, plus one additional config-loading similarity that is not strong enough to call a duplicate.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the cluster: it directly describes the SigLIP2 implementation mismatch, and the paired report is a downstream symptom of the same defect.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs are generally not safe duplicates because they involve different models, APIs, or failure modes. No soft edge looks mergeable as the same underlying bug/change.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45920 is the broadest, most central-looking regression report in the set, affecting multiple model families with a clear shared symptom pattern and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest overall issue candidate because it most directly states the underlying bug and can serve as the canonical SigLIP2 report.", + "best_issue_reason": "issue:45920 is the best representative issue anchor because it has the widest impact scope and the clearest cross-model regression framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Different problems: backend/package dependency setup vs a specific checkpoint loading failure." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Both are training/loading regressions, but they affect different code paths and features; not the same bug." - }, - { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Same broad vision area, but different models and failure modes." + "reason": "Different bugs: Mistral3 weight tying / multimodal generation vs StaticCache sequence-length return type." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Unrelated errors: Apple Silicon allocator warmup vs Qwen3VL weight-only loading." + "reason": "Both are trainer-related, but one is a state counter bug and the other is a custom loss signature incompatibility." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Different subsystems and failure modes; CPU arange bug vs flash-attention auxiliary-state crash." + "reason": "Unrelated model families and code paths; one is a reproduced prior issue, the other is a Qwen2.5-VL position-id regression." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different model families and symptoms; video-input validation vs device-map forward mismatch." + "reason": "Tokenizer internals are involved in both, but the concrete failures are different: AddedToken kwargs vs Mistral regex/backend tokenizer handling." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Related Qwen video/position-id themes, but not enough evidence for the same concrete bug." + "reason": "Different failure modes: custom model init breakage vs FSDP CPU RAM efficient loading." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss behavior." + "reason": "One is config reload defaulting; the other is rope-parameter validation on a JSON-loaded list." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 underlying implementation/output bug; the second report is a downstream symptom of the first." + "accept": false, + "reason": "Same model family, but the reports target different symptoms and likely different fixes; not enough to treat as one bug." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different issues: tied weights in Mistral3 multimodal head vs `StaticCache.get_seq_length()` return type." + "reason": "Different models and problems: a janus test failure vs Phi-4 multimodal loading regression." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loaders and error causes; `init_empty_weights` handling is unrelated to loading an image processor from URL." + "reason": "Different subsystems: empty-weights model init error vs AutoImageProcessor URL loading." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Both involve trainer behavior, but one is token accounting and the other is a custom-loss API break." + "reason": "Completely different areas: GenerationMixin import error vs backend dependency packaging." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are RoPE-related, but they affect different models and code paths." + "reason": "Both involve memory/loading, but one is an FSDP loading regression and the other is mmap/OOM on Strix Halo." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Distinct tokenizer bugs; one is AddedToken argument duplication, the other is a Mistral regex/backend_tokenizer crash." + "reason": "Different model-specific bugs: MoE weight conversion/loading vs Smollm3 RoPE layer dropping." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Related to RoPE config handling, but one is persistence/reload behavior and the other is a validation utility type error." + "reason": "Dependency packaging issue vs missing Qwen2.5-VL symbol import." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Different multimodal models and failures; no shared concrete code path." + "reason": "General missing-PyTorch import error is unrelated to a specific Llama 3.2 Vision loading regression." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: image processor backend dependency vs tokenizer regex patching." + "reason": "One is an image-processor dependency regression; the other is a tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Save-pretrained visual key regression is a different bug from wrong token IDs across tokenizers." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are model-loading failures, but the underlying causes differ and would not be merged as one fix." + "reason": "Different load-time errors: a key error for one model vs a float8 storage lookup failure." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern loading/tokenizer behavior, but they are different models and different failure mechanisms." + "reason": "GGUF loading path breakage is unrelated to a specific model failing to load." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different regressions: saved visual encoder keys vs wrong token IDs from AutoTokenizer." + "reason": "One is a version pin/release-management issue; the other is stale auto-mapping references breaking CI." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different domains: Qwen3-MoE sliding-window logic vs image processor URL loading." + "reason": "Image label reduction bug and sequence-classification zero-loss bug are different components and code paths." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing backend import vs LayoutLMv3 box validation clarity; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Package versioning issue vs CI break from removed auto-mapping references; not the same bug." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to image-processor URL loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Similar config-field loss symptoms, but insufficient evidence to conclude the same preservation/deserialization bug." + "reason": "General trust_remote_code config field loss is not the same as a specific Qwen3_5MoeVisionConfig field being dropped by strict serialization." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different error surfaces and root causes: DeepSpeed weight shape vs LayoutLMv3 box-content validation." + "reason": "Both mention RoPE, but they affect different models and different calculations." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config-loading issues affecting different models and code paths." + "reason": "A num_labels propagation bug is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated bugs: BitNet packed-weight loading vs Perceiver image classification resolution handling." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: RT-DETRv2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, and the SigLIP2 pair (issue:43493 / issue:43994) looks like a reasonable same-root-cause match. However, the acceptance of issue:43643 / issue:45375 is too strong for the evidence in the packet: the titles show similar config-field loss symptoms, but not enough to conclude the same preservation/deserialization bug. Please downgrade that pair to a conservative false/uncertain verdict, and soften the summary from \u201ctwo true duplicate/same-root-cause reports\u201d to something like \u201cone clear duplicate pair plus one additional config-loading similarity.\u201d" - }, - "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 }, @@ -6312,35 +6364,35 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:28282", + "issue:24643", + "issue:29127", "issue:29159", "issue:30064", - "issue:32090", "issue:33357", "issue:33666", - "issue:35141", "issue:38175", "issue:41720", "issue:41762", "issue:43295", "issue:43452", "issue:43531", + "issue:43550", "issue:43577", + "issue:43582", "issue:43653", - "issue:43688", "issue:43697", "issue:43742", - "issue:43749", "issue:43819", "issue:43906", + "issue:43927", "issue:44361", "issue:44442", "issue:44464", @@ -6354,278 +6406,288 @@ "issue:44811", "issue:44843", "issue:44936", + "issue:44977", "issue:44991", "issue:45005", - "issue:45216", "issue:45290", "issue:45356", "issue:45372", "issue:45381", "issue:45542", - "issue:45704", "issue:45823", "issue:46050", "issue:46170", "issue:46178", - "issue:46202" + "issue:46202", + "issue:46209" ], "soft_pairs": [ - "issue:43697|issue:45216", - "issue:43906|issue:46202", - "issue:41762|issue:44936", + "issue:43582|issue:44977", "issue:44514|issue:45381", - "issue:43688|issue:43749", - "issue:44493|issue:46050", + "issue:24643|issue:29127", + "issue:41762|issue:44936", "issue:43452|issue:43577", + "issue:43906|issue:46202", "issue:44466|issue:45005", "issue:43452|issue:44843", - "issue:30064|issue:33666", "issue:45372|issue:46170", - "issue:44936|issue:45823", + "issue:30064|issue:33666", "issue:43819|issue:44811", - "issue:28282|issue:32090", - "issue:43653|issue:44361", + "issue:44936|issue:45823", "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:44484|issue:44704", "issue:44361|issue:44442", "issue:44514|issue:45290", - "issue:44484|issue:44704", - "issue:28282|issue:33357", "issue:45542|issue:46178", - "issue:44464|issue:44743", - "issue:28282|issue:35141", "issue:38175|issue:43295", - "issue:41720|issue:43906", "issue:43653|issue:44568", + "issue:44464|issue:44743", "issue:43577|issue:43697", + "issue:44493|issue:46050", "issue:44843|issue:44991", "issue:29159|issue:33357", - "issue:43688|issue:45704", - "issue:43531|issue:43742" + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44977|issue:46209" ], - "prepared_review_unit_hash": "1c2ccbec3ce3580004a092d73a2df25ee91d977f684d89a3eb9294b4b8e8f0ce", + "prepared_review_unit_hash": "70e158994f0612eb8bd888fbf2bdd8513de9f73d2774ad1f02c73b4efc1ab1c0", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37242, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 32, + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate cluster emerges around tied-weights serialization in v5: issue 44466 is a narrower symptom of the broader regression in 45005. The rest of the pairs are related only by subsystem or general theme, not the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "45005 is the best canonical issue: it describes the broader tied-weights regression in v5, and subsumes the narrower lm_head serialization symptom reported in 44466.", + "summary": "This cluster is not a duplicate set: the items span unrelated tokenizer, processor, training, quantization, generation, and backend-loading bugs. The soft links are mostly superficial text similarity, not the same underlying defect.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45005 is the most representative issue in this set because it captures the underlying regression rather than one specific manifestation.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint serialization." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "Both touch Gemma-related behavior, but the titles do not show the same concrete bug." - }, - { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure and trainer lifecycle failure are unrelated code paths." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video position ids." + "reason": "Both are Qwen2.5-VL related, but one is batched chat templating and the other is video position IDs; different bugs." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to broken FSDP CPU RAM efficient loading." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-clarity issue are unrelated." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Unexpected position-id keys and sinq save/load corruption are different failures." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different code paths." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Blip2 dtype initialization." + "reason": "GGUF loading breakage and Blip2 dtype handling are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue does not clearly match the Gemma pipeline roundtrip bug; insufficient evidence they are the same defect." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Same tied-weights regression in v5; 44466 is a specific lm_head serialization symptom of 45005." + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model report." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "AutoTokenizer gguf_file handling and offline model_info behavior are separate tokenizer-loading bugs." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + "reason": "GGUF/model loading and offline model_info lookup in tokenizer init are different failures." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to Windows ROCm torch.distributed dependency issues." + "reason": "Gemma processor import error from mistral_common and Windows/ROCm torch.distributed dependency are unrelated." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Trainer evaluate-after-train state bug and Gemma4 device mismatch are different problems." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are different issues." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate state issue and Gemma4 device_map mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Both are tokenizer/processor regressions, but they affect different models and different failure modes." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Processor/tokenizer regression and Kimi-K2.5 codec regression are not the same issue." + "reason": "save_pretrained shard-size question and cached_file kwargs forwarding are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer loading FastSpeech2ConformerTokenizer are different bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in apply_chat_template, but the triggering conditions and failures differ." + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call handling; distinct edge cases." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "max_shard_size question and cached_file kwargs forwarding are unrelated save/load concerns." + "reason": "Undefined tf backend with tensorboard-only install and tensorflow_text backend mapping error are different optional-dependency problems." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "AutoModel missing PyTorch and MacOS CLIP bus error are not the same bug." + "reason": "Siglip2 zero-probabilities bug is unrelated to the processor.tokenizer regression." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are distinct." + "reason": "Both concern special tokens, but they are different tokenizers and different incorrect behaviors." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward generation inconsistency and Qwen3 recurrent-state reset are different generation bugs." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "ImportError for PyTorch and output embedding reinitialization after resize are unrelated." + "reason": "Blip2 dtype issue and RTDetrV2 output drift are unrelated." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + "reason": "Unexpected position-id key and sinq save/load breakage are unrelated." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call and EMBEDDIA tokenizer load failure are different tokenizer-loading issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Qwen3 auto device mapping crash and Gemma roundtrip reproduction are unrelated." + "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." }, { "left": "issue:43653", - "right": "issue:44568", + "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and mdeberta BOS/EOS behavior are different tokenizer issues." + "reason": "BigBird special-token registration and DiaConfig custom token ID loss are unrelated." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated." + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are different model-loading issues." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Offline model_info call and tokenizer loading failure for est-roberta are not clearly the same bug." + "reason": "Qwen3 auto device-mapping cuda assert and an isolated reproduction of another issue are not the same bug." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are different problems." + "reason": "torch.compile SDPA failure and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "Tokenizer AttributeError and tokenizer load failure are distinct problems." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime bugs." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The 44466/45005 link is well supported by both titles, while the remaining pairs are rejected for reasonable subsystem-level similarity rather than clear bug identity. No overstatement beyond the evidence shown." - }, - "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 }, @@ -6634,24 +6696,28 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:28282", "issue:32090", + "issue:33357", "issue:33666", "issue:34567", + "issue:35141", "issue:36010", "issue:36331", + "issue:39692", "issue:41720", "issue:43262", - "issue:43278", "issue:43295", "issue:43452", + "issue:43493", "issue:43504", "issue:43525", "issue:43550", @@ -6659,32 +6725,28 @@ "issue:43577", "issue:43606", "issue:43643", - "issue:43646", - "issue:43653", "issue:43688", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", + "issue:43825", "issue:43927", "issue:43994", "issue:44361", "issue:44451", "issue:44464", "issue:44466", - "issue:44479", - "issue:44554", "issue:44561", "issue:44610", - "issue:44625", "issue:44821", "issue:44849", "issue:44913", - "issue:44977", + "issue:44964", + "issue:45357", + "issue:45405", "issue:45440", "issue:45491", "issue:45588", - "issue:45701", "issue:45823", "issue:46002", "issue:46050", @@ -6692,280 +6754,252 @@ "issue:46209" ], "soft_pairs": [ - "issue:43646|issue:43749", - "issue:43653|issue:43927", - "issue:43688|issue:45440", - "issue:43688|issue:45701", - "issue:43550|issue:43927", - "issue:45491|issue:46002", - "issue:44464|issue:44977", - "issue:43550|issue:44361", - "issue:44479|issue:44625", - "issue:41720|issue:44464", "issue:43643|issue:44561", - "issue:44977|issue:46209", "issue:43577|issue:45588", "issue:32090|issue:34567", - "issue:43577|issue:44554", + "issue:28282|issue:35141", "issue:43504|issue:43720", "issue:43504|issue:43550", "issue:43504|issue:44610", "issue:32090|issue:33666", - "issue:43742|issue:44821", - "issue:33666|issue:36010", + "issue:45491|issue:46002", + "issue:41720|issue:44464", "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", "issue:45823|issue:46050", "issue:43720|issue:43927", - "issue:43606|issue:43927", + "issue:28282|issue:32090", "issue:43262|issue:43295", + "issue:43606|issue:43927", "issue:43452|issue:44451", "issue:44849|issue:46209", + "issue:28282|issue:33357", "issue:43994|issue:46192", - "issue:43278|issue:43688", - "issue:43525|issue:43572", "issue:33666|issue:36331", + "issue:43525|issue:43572", "issue:43720|issue:44361", "issue:43756|issue:44913", - "issue:44625|issue:46002" + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "606a0623ee370a557d1a2b9dc5c45d0098c767d031d1463d190e4b0b01c7db3f", + "prepared_review_unit_hash": "53b4192900ac3e03273b99e78bd588dd452ba627f77368eb1099a9d869e18549", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38162, - "estimated_input_tokens": 9541, - "estimated_eval_tokens": 19338 + "soft_pair_count": 31, + "serialized_chars": 37152, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; several items are about v5/model-loading regressions, but there are no clear duplicate pairs from titles alone. I found no soft edge that looks like the same concrete bug/change.", - "confidence": 0.41, - "canonical_issue_reason": "43646 is the broadest representative of the cluster\u2019s general theme: version-related custom model initialization breakage. It\u2019s the best umbrella issue even though most other items are narrower and not true duplicates.", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (loading, training, configs, serialization) but are not the same underlying bugs, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items are mostly unrelated issues that only match at a high level (e.g. loading/training/config regressions).", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor triage because it is broad, user-facing, and closest to the general model-loading regression pattern seen across the cluster.", + "best_issue_reason": "If one issue must represent the set, issue 43493 is the clearest standalone report because it is specific, reproducible, and well-scoped; however, it does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Different failures: custom model init vs FSDP CPU-RAM-efficient loading." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Both involve token handling, but one is BigBird special-token registration and the other is config token IDs after save/load." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both concern MoE models, but auxiliary loss normalization and remote-implementation divergence are different bugs." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization bug vs a broad tokenization-version regression; not the same issue." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Different model paths: torch.compile+SDPA failure vs config token ID loss after serialization." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Both mention NaNs, but the triggering code paths and symptoms differ." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled chunked generation inconsistency is distinct from flash-attention generation failure." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Model compile/SDPA bug vs tokenizer AttributeError on tasks." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video input regression and num_labels propagation are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Device-mapping cuda assert vs compiled-forward generation inconsistency." - }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Flash-attention generation bug vs FP8 inference failure on B200." + "reason": "Both involve trust_remote_code/config handling, but one is missing fields from AutoConfig and the other is a v5 regression from removing is_torch_fx_available; different failure modes." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Dtype propagation in Blip2 is unrelated to s_aux=None crash in flash_attention integration." + "reason": "These are unrelated bugs: one is dtype persistence in Blip2, the other is flash_attention crashing on s_aux=None in sink-less models." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast TypeError and num_input_tokens_seen update bug are different trainer issues." + "reason": "Trainer broadcast NoneType errors and TrainerState token counters not updating are different code paths and symptoms." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Different subsystems: Blip2 dtype loading vs MPS attention correctness." + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are separate issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field load failure is not the same as packed-weight unpacking during accelerate loading." + "reason": "Different models and causes: legacy field loading for Beit versus packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Loading a pretrained preset vs processor output-size mismatch are unrelated." + "reason": "A pretrained-model load failure is not the same as a processor/model input-size mismatch." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training are not the same bug." + "reason": "Both mention training/multi-GPU, but the underlying bugs are different: NoneType broadcast vs Qwen2-VL multi-GPU training behavior." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "KeyError loading one model and loading AutoImageProcessor from URL are different loading issues." + "reason": "Gemma3 NaNs with mixed-length sliding windows are unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Multi-GPU training and GenerationMixin import removal are unrelated." + "reason": "cudaErrorAssert during auto device mapping is a different bug from inconsistent outputs in chunked generation with compiled forward." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight vs quantized save/load breakage are different problems." + "reason": "Both concern save/load, but one is tied lm_head serialization and the other is quantized sinq persistence; not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a specific model with a key error and loading AutoImageProcessor from a URL are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss and DeepseekV3 implementation divergence are distinct model-specific bugs." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-mapped Gemma4 forward failure is unrelated to sinq quantization save/load." + "reason": "Device mismatch in Gemma4 PLE forward and sinq save/load corruption are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug and config token ID loss are different code paths." + "reason": "Packed-weight loading and DiaConfig custom token ID persistence are separate issues." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token ID persistence." + "reason": "A missing PyTorch ImportError is not the same as a GPU broadcast TypeError in Trainer." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs processor.tokenizer/image regression are different issues." + "reason": "Both are regressions involving processors, but one is audio sampling-rate defaulting and the other is processor.tokenizer/image handling." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig save/load token ID loss are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breakage and ScandiBERT load failure are both loading-related but not the same bug." + "reason": "Both are load failures, but one is a gguf_file regression for tokenizer/model loading and the other is a specific model that fails to load; no shared bug path is evident." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference on B200." + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and a MacOS bus error on CLIP are different failure classes." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Siglip pipeline output issue vs return_tensors being ignored are unrelated processor bugs." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are not the same bug." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Embedding dtype drift in eval and MoE aux-loss normalization are different bugs." + "reason": "Multi-GPU training support and an unexpected compute_loss keyword argument are unrelated trainer issues." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Same broad regression class (missing legacy pad-token fields after v5), but different models/attributes and not clearly one concrete fix." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss kwarg mismatch are unrelated." + "reason": "Both are missing config fields after update, but they affect different attributes and model configs; not the same defect." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading and tokenizer AttributeError on tasks are not the same issue." + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE-layer mismatch in Smollm3 vs rotary_pct not persisting on reload." + "reason": "Both concern configuration/architecture parameters, but one is RoPE layer dropping in Smollm3 and the other is rotary_pct not persisting in GPTNeoXConfig." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a pipeline translation-task message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect save_pretrained visual-encoder keys are separate bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-load failure and a version-bump/package-availability issue do not describe the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are different problems." + "reason": "Both mention SigLIP2, but one is a documentation example with model/processor/quantization issues and the other is an implementation-vs-JAX discrepancy; not mergeable as one bug." } ] }, @@ -6981,15 +7015,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -7003,288 +7036,282 @@ "issue:43540", "issue:43572", "issue:43575", + "issue:43577", "issue:43606", "issue:43646", "issue:43653", - "issue:43701", + "issue:43688", + "issue:43749", "issue:43756", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", "issue:44112", "issue:44291", "issue:44361", - "issue:44464", "issue:44466", + "issue:44479", "issue:44488", "issue:44493", + "issue:44554", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", - "issue:44849", - "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", - "issue:45357", "issue:45405", "issue:45520", - "issue:45584", + "issue:45701", + "issue:45704", "issue:45759", "issue:45812", "issue:45823", "issue:46285" ], "soft_pairs": [ - "issue:28218|issue:33357", - "issue:43493|issue:43825", - "issue:44849|issue:45357", - "issue:44964|issue:45405", - "issue:39692|issue:43493", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43688|issue:43749", "issue:44568|issue:45812", "issue:43540|issue:44977", "issue:45200|issue:45229", - "issue:43493|issue:43844", "issue:44488|issue:44843", - "issue:43278|issue:43844", "issue:39692|issue:43295", "issue:44493|issue:46285", - "issue:43334|issue:43572", "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:43493|issue:43844", "issue:43646|issue:44466", "issue:43334|issue:45759", "issue:43824|issue:44589", - "issue:43257|issue:43299", "issue:45229|issue:45823", - "issue:43927|issue:44361", "issue:33357|issue:33666", + "issue:43927|issue:44361", "issue:43504|issue:43606", "issue:44589|issue:45520", + "issue:43278|issue:43844", "issue:43572|issue:44291", - "issue:44464|issue:45584", - "issue:43278|issue:43701", + "issue:44625|issue:45759", + "issue:43257|issue:43299", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:43575|issue:45405", + "issue:43688|issue:45701", "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "ca3320ab576edda583595d1011333c8e60acd90c3d0fc92d78c7935594678485", + "prepared_review_unit_hash": "85f52a76c8509811936adafdf1057e1ac324ac5e9006f416b495e765d876a385", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37148, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "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 is not a true duplicate cluster: the soft edges mostly connect unrelated tokenizer, multimodal, config, generation, and CI issues. None of the candidate pairs appears to be the same concrete bug or change.", - "confidence": 0.82, + "summary": "These issues are not duplicates of one another; they span unrelated regressions across tokenization, config propagation, multimodal loading, dtype/device handling, and training/runtime behavior. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer added-space behavior and a macOS bus error in CLIP are unrelated failures." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation parity and a pipeline translation error message regression are different issues." - }, - { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and incorrect save_pretrained visual-encoder keys affect different code paths." + "reason": "Different bug surface: video-input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "A Phi-4 multimodal load failure and a PEFT version bump are unrelated." + "reason": "BLIP2 dtype mismatch and MPS attention correctness are unrelated code paths." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "One is a broken SigLIP2 docs example; the other is a model-vs-JAX implementation discrepancy." + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Wrong BOS/EOS token addition and float8 storage import failure are unrelated tokenizer/runtime problems." + "reason": "Both are tokenizer regressions, but they affect different models and different failures; not the same underlying bug." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are distinct bugs." + "reason": "Qwen3OmniMoe video-processing failure vs Qwen3.5 flash-attention generation issue are distinct." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are not the same failure." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are different problems." + "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different problems." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading sleng-bert and offline model_info behavior in AutoTokenizer are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "Embedding dtype drift between train/eval and gradient explosion under ZeRO-3 are different bugs." + "reason": "Model-loading failure for cjvt/sleng-bert and offline model_info() lookup are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A SigLIP2 example issue and a processor.tokenizer regression are separate multimodal breakages." + "reason": "Doc-example errors for SigLIP2 and processor.tokenizer regression are different artifacts and bugs." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure changes are not the same underlying issue." + "reason": "Unexpected position-id keys and CLIP text-model structure change are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer mismatch in Smollm3 is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different config bugs." + "reason": "Both mention missing pad-token config fields, but they are different models and different fields/code paths." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5 RMSNorm memory leak." + }, + { + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and a qwen3_omni_moe helper length bug are unrelated." + "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient growth are different failures." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression and lm_head serialization inconsistency are different changes." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id and unwrapping text_config for composite configs are different multimodal loading issues." + "reason": "Missing pad_token_id in Qwen3-VL and text_config unwrapping for composite Qwen models are different config bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Qwen3 MOE conversion under accelerate/deepspeed and generic Qwen3VL loading failure are distinct bugs." + "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError are unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM and device mismatch with device_map=\"auto\" are not the same issue." + "reason": "OOM during multi-GPU inference and device mismatch with device_map=\"auto\" are distinct issues." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError are unrelated model/tokenizer bugs." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "A CLIP bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer AttributeError do not share the same root cause." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure in BEiT and CPU-offload device mismatch in bark-small are different code paths." + "reason": "Legacy-field load failure for Beit and CPU-offload device mismatch in bark-small are different bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage resolution and flash_attn import_utils KeyError on Python 3.13 are unrelated." + "reason": "Float8 storage resolution error and flash_attn import_utils KeyError are unrelated runtime/import problems." }, { - "left": "issue:43572", + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "dtype drift in embeddings during eval and ZeRO-3 gradient inflation are different symptoms with different causes." + }, + { + "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig pad-token field and init_empty_weights unexpected argument are separate config/init regressions." + "reason": "Missing pad_token_idx after v5 update and init_empty_weights unexpected argument are separate compatibility issues." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and empty-transcription failure after align_special_tokens are different generation bugs." + "reason": "num_labels propagation and text_config unwrapping are related in theme but not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different load paths." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer mask special-token registration are separate issues." + "reason": "Beit legacy-field loading bug and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." + "reason": "Actual device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT minimum-version bump are unrelated." + "reason": "Tensor-parallel OOM for Qwen2-57B and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and broad tokenization changes are different bug classes." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus model test failure and the PEFT version bump do not describe the same underlying change." + "reason": "Janus test failure and PEFT version bump are unrelated." } ] }, @@ -7300,13 +7327,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:15354", "issue:28218", @@ -7314,24 +7341,24 @@ "issue:29942", "issue:30333", "issue:32090", + "issue:33357", "issue:34567", - "issue:37428", "issue:38175", - "issue:42490", "issue:43232", + "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43582", - "issue:43696", + "issue:43572", + "issue:43688", "issue:43701", "issue:43844", "issue:43873", - "issue:43957", "issue:43994", "issue:44186", "issue:44423", + "issue:44464", "issue:44493", "issue:44521", "issue:44554", @@ -7339,7 +7366,7 @@ "issue:44734", "issue:44849", "issue:44964", - "issue:44977", + "issue:44987", "issue:45072", "issue:45084", "issue:45198", @@ -7349,6 +7376,7 @@ "issue:45406", "issue:45446", "issue:45520", + "issue:45584", "issue:45588", "issue:45823", "issue:46050", @@ -7357,217 +7385,231 @@ "issue:46209" ], "soft_pairs": [ - "issue:43994|issue:44493", "issue:44423|issue:44734", - "issue:43873|issue:46050", + "issue:44464|issue:45584", "issue:29942|issue:30333", + "issue:43994|issue:44493", "issue:45588|issue:46050", - "issue:42490|issue:43696", - "issue:45406|issue:46121", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:29159|issue:32090", + "issue:43688|issue:43873", "issue:44521|issue:45290", - "issue:43582|issue:44977", "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:43540|issue:45200", "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43873|issue:46050", "issue:45200|issue:45823", "issue:45072|issue:45198", - "issue:37428|issue:43957", + "issue:43278|issue:43701", "issue:43232|issue:44849", "issue:44186|issue:46192", - "issue:43493|issue:43701", - "issue:45381|issue:46209", + "issue:45406|issue:46121", "issue:45823|issue:46192", + "issue:28218|issue:33357", + "issue:43493|issue:43701", "issue:43295|issue:43450", - "issue:43295|issue:44610" + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:45381|issue:46209" ], - "prepared_review_unit_hash": "0db9735e7a7de11dc58986f4b63a23ccbeca269ba255c57f4adc10f5b6a217cb", + "prepared_review_unit_hash": "b6fc70ad52c79bbb7babfdce6fb8770dd6016afe4f3f5b53b213997eca98cf3c", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34995, - "estimated_input_tokens": 8749, - "estimated_eval_tokens": 17754 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad transformer/tokenizer/multimodal keywords, but not the same concrete bug or code path. I would not merge any pair as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated. All soft-pair candidates should be rejected as duplicates; they share broad subsystem terms at most, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the soft pairs are the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the strongest triage candidate overall: it is open, well-discussed, and broadly scoped in quantization/offloading.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Both mention model output anomalies, but one is SigLIP2-specific while the other is a generic position_ids regression; no shared concrete bug path." - }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache continuation indexing; different failures." + "reason": "Both involve serving crashes, but one is multimodal tensor conversion and the other is KV-cache continuation indexing; different code paths." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Quantization-related, but offloading behavior and save/load corruption are distinct bugs." + "reason": "Both mention generation anomalies, but the first is compiled-forward inconsistency while the second is Whisper empty-transcription handling." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures vs MLflow reporting on failed jobs; unrelated." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Flash-attention sink-less crash vs sinq save/load corruption; different code paths and symptoms." + "reason": "Flash Attention test failures and MLFlow reporting on job failure are unrelated bugs." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Local-path import warning and CUDA OOM are unrelated." + "reason": "SigLIP2 wrong outputs and generic position-id key issues are not the same defect." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Gemma4 processor attribute crash vs rope-params type conversion; unrelated." + "reason": "One is a flash_attention.py None-handling crash; the other is a quantization save/load breakage." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed/ZeRO gradient issue vs Phi-4 multimodal loading regression; different bugs." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different problems." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug vs TrainerState token counter bug; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs GPU broadcast NoneType error; unrelated." + "reason": "Slow/fast tokenizer inconsistency is unrelated to NoneType broadcast in Trainer." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant mask generation and the other is tool-call crash; not the same defect." + "reason": "Aux-loss normalization and quantization offloading are different algorithmic issues." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "assistant_masks all-zero in multimodal chat templating is distinct from tool-call chat-template crashes." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness vs flex_attention import version check; different layers and failures." + "reason": "MPS attention correctness and a PyTorch version-check/import bug are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation TypeError vs Python 3.13 flash_attn import KeyError; unrelated." + "reason": "Template-node compilation errors and flash_attn import KeyError on Python 3.13 are different failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero probabilities." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different multimodal bugs: video-input processing in Qwen3OmniMoe vs Gemma4 mm_token_type_ids default handling." + "reason": "Video-input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different bugs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." + "reason": "Both concern quantization/offloading, but one is offloading behavior and the other is broken sinq save/load." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is missing mm_token_type_ids defaults and the other is device_map mismatch during forward." + "reason": "Missing mm_token_type_ids defaults and device_map auto device mismatch are not the same issue." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch CI issue vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + "reason": "bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "flash_attention_utils import error vs meta-device model loading regression; different bugs." + "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/eval bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync_gpus issue vs output_hidden_states bug in Qwen3.5; unrelated." + "reason": "sync_gpus generation kwargs handling and output_hidden_states behavior are different generation-path issues." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 batched tokenizer crash vs return_tensors being ignored; different tokenizer problems." + "reason": "LayoutLMv2Tokenizer crashes and return_tensors being ignored are different tokenizer bugs." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list TypeError are unrelated." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs FP8 inference failure on B200; unrelated." + "reason": "Gemma4 device placement and return_tensors precedence are not the same defect." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra spacing and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Gemma4 device mismatch vs return_tensors override bug; unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression vs batched video processor shape bug; different code paths." + "reason": "Processor.tokenizer regression and batched video shape errors affect different multimodal paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo input-size mismatch; unrelated." + "reason": "Processor API regression and OmDet-Turbo input-size mismatch are distinct bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a model-load failure in transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8/B200 inference failure are unrelated." } ] }, @@ -7583,26 +7625,24 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:28218", - "issue:35141", "issue:37428", "issue:38175", "issue:39692", "issue:41720", "issue:42490", "issue:42915", + "issue:43262", "issue:43278", "issue:43295", "issue:43334", - "issue:43388", "issue:43450", "issue:43493", "issue:43525", @@ -7611,6 +7651,7 @@ "issue:43572", "issue:43575", "issue:43653", + "issue:43696", "issue:43824", "issue:43844", "issue:43856", @@ -7621,11 +7662,11 @@ "issue:44112", "issue:44442", "issue:44466", + "issue:44514", + "issue:44521", "issue:44554", "issue:44561", - "issue:44792", "issue:44898", - "issue:44987", "issue:45127", "issue:45198", "issue:45200", @@ -7633,7 +7674,8 @@ "issue:45356", "issue:45412", "issue:45520", - "issue:45563", + "issue:45759", + "issue:46170", "issue:46178", "issue:46192", "issue:46209", @@ -7641,237 +7683,246 @@ "issue:46285" ], "soft_pairs": [ - "issue:43572|issue:44987", - "issue:43572|issue:43957", "issue:39692|issue:46192", "issue:44554|issue:45356", + "issue:43572|issue:43957", "issue:43950|issue:46285", "issue:45200|issue:45325", "issue:43295|issue:43873", - "issue:37428|issue:43824", - "issue:45520|issue:46178", "issue:43550|issue:43844", "issue:44898|issue:45412", "issue:44466|issue:45127", - "issue:43450|issue:43575", "issue:43334|issue:43525", - "issue:44792|issue:45563", - "issue:41720|issue:46209", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:37428|issue:43957", "issue:43824|issue:43975", - "issue:42915|issue:43824", - "issue:43388|issue:43526", - "issue:42490|issue:43493", - "issue:28218|issue:35141", + "issue:42490|issue:43696", "issue:43278|issue:43856", - "issue:43653|issue:44112", "issue:43526|issue:46192", + "issue:43653|issue:44112", "issue:38175|issue:43493", + "issue:42915|issue:43824", "issue:44442|issue:45198", + "issue:43295|issue:43493", "issue:43975|issue:45520", - "issue:44561|issue:46234" + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:45759|issue:46285", + "issue:43262|issue:43450", + "issue:41720|issue:46209", + "issue:45520|issue:46170" ], - "prepared_review_unit_hash": "f37ba08c8c2d4a51a127e2102335e538293d23403967946ba449bf0c5549c3a9", + "prepared_review_unit_hash": "846f4db9e848f9dcbfb3edb2477867ff2cfddbb80d5fe6d4020ad1c22ee377b2", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36473, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 31, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous. The only strong duplicate-like soft edge is the pair of missing-`pad_token_id` loading regressions; the rest are different bugs or regressions in unrelated code paths.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43334 is the clearest representative of the only closely related subgroup here: a config-level `pad_token_id` AttributeError during model loading.", + "summary": "Mostly heterogeneous issues; only the SigLIP2 pair looks like a plausible duplicate/sub-symptom relation. All other soft pairs appear to be distinct bugs or regressions in different code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43493 is the best canonical for the only plausible duplicate subcluster: it describes the underlying SigLIP2 implementation discrepancy, while issue:38175 reads like a specific symptom (zero probabilities) of that same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43334 is the best overall anchor because it states the failing code path and error concretely, while most other items are unrelated or broader/less directly actionable.", + "best_issue_reason": "issue:43493 is the strongest representative issue in this set because it is the broadest, most root-cause-level SigLIP2 report; the rest of the items are unrelated enough that no single issue is a true global canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "Both are loading regressions, but one is a missing `pad_token_idx` config attribute and the other is a specific model-loading failure for `physical-intelligence/fast`; not the same bug." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Different failure modes: missing config attribute vs `torch.device(\"meta\")` loading issues affecting some models." - }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Doc-example/model-processor mismatch and quantization errors are unrelated to silent `return_tensors` handling." + "reason": "Different bugs: SigLIP2 doc/example problems vs return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer regression are separate code paths and symptoms." + "reason": "Different subsystems: MPS attention correctness vs Kimi tokenizer/codec regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm pad_token_idx regression and meta-device loading breakage are separate issues." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is not the same as the CLIP class structure change." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structural divergence." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "One is defaulting missing multimodal token type IDs; the other is a temporal position-ID scaling bug in Qwen2.5-VL." + "reason": "Gemma mm_token_type_ids defaulting and Qwen2.5-VL rope scaling are unrelated multimodal bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer API regression and quantization offloading behavior are different problems." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "These are separate import errors for different missing symbols in different modules." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "`flash_attn` KeyError in import utils and unsupported `tensorflow_text` backend mapping are unrelated." + "reason": "Custom processor.tokenizer/image handling regression is unrelated to quantization offloading behavior." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "A torch.compile/SDPA failure is not the same as gradient blow-up under ZeRO-3." + "reason": "torch.compile+SDPA failure is a different problem from DeepSpeed ZeRO-3 gradient inflation." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize failure and RT-DETR memory retention are different bugs." + "reason": "Perceiver interpolation failure and RT-DETR memory release are distinct bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization inconsistency of `lm_head.weight` is distinct from LoRA merge collapse with extended vocabulary." + "reason": "Inconsistent lm_head serialization is separate from LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are model-specific config regressions in different code paths." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape handling and tensor-parallel OOM are unrelated." + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI test staleness are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", "accept": true, - "reason": "Both report the same `pad_token_id` AttributeError on config objects during model loading; a common fix could plausibly address both." + "reason": "Both point to the same SigLIP2 correctness problem; 38175 is a symptom, 43493 is the broader implementation mismatch report." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "A Janus image-generation test failure and a stale paged-generate warning are not the same underlying issue." + "reason": "Qwen3Moe FP8 config failure and missing Qwen2.5-VL export are different issues." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and FP8 inference failure on B200 are different hardware/path regressions." + "reason": "flash-attention import failure and meta-device model loading regression are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a Qwen2.5-VL class and a tokenizer detokenization bug do not share the same code path." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to DeepSeek detokenization regression." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import failure are unrelated." + "reason": "Trailing-slash path warning and GPT-oss CUDA OOM are not the same bug." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Both touch label processing, but one is `gather_for_metrics` tuple handling and the other is `reduce_labels` truncation in BeitImageProcessorFast." + "reason": "BF16-to-FP32 dtype drift in eval and Qwen3 MoE memory usage are different problems." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "A trailing-slash local-path import warning and a SigLIP2 implementation discrepancy are different bugs." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with text_kwargs." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization in `post_init` are unrelated." + "reason": "Duplicate of a different CI/tokenizer issue, not the same underlying bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are separate issues." + "reason": "SigLIP2 zero-probability behavior and RT-DETR memory leak are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a stale CI device-override test are unrelated." + "reason": "Different missing-symbol import errors in different modules/models." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "BeitImageProcessorFast `reduce_labels` truncation is not the same as `return_tensors` being ignored with `text_kwargs`." + "reason": "AutoModelForCausalLM.from_config unwrapping logic and CLIP model structure inconsistency are unrelated." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and HF-vs-JAX discrepancy are related at a high level, but the titles indicate different bug reports and likely different fixes." + "reason": "Audio chat-template sampling-rate default and video batch-shape bug are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different concrete problems." + "reason": "A800 auto device mapping cuda assert and B200 FP8 inference failure are different hardware-specific issues." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Tokenizer detokenization regression and `flash_attn` import lookup failure are unrelated." + "reason": "flash_attn backend KeyError on Python 3.13 and Windows ROCm import/type errors are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are separate missing-API regressions." - } + "reason": "Different missing/imported availability helpers in import_utils; same module, different bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batch-padding crash and the other is incorrect assistant masks; not clearly the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import backend KeyError are unrelated." + } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The cluster is indeed heterogeneous, and the only clearly duplicate-like soft edge is the pair of config-loading AttributeErrors around missing `pad_token_id`, which is a reasonable conservative accept." + "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-pair rejections are well-justified from the titles, and the single accepted SigLIP2 pair is at least a plausible same-bug relation rather than an overreach. No obvious mergeability or canonicalization error stands out." }, "evaluator_used": true, "retried": false, @@ -7884,29 +7935,31 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:29127", + "issue:28218", "issue:29942", "issue:32090", + "issue:35141", "issue:37428", - "issue:38175", - "issue:43262", + "issue:39692", "issue:43278", "issue:43335", + "issue:43388", "issue:43425", - "issue:43450", "issue:43504", + "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", + "issue:43720", "issue:43819", "issue:43825", "issue:43827", @@ -7917,10 +7970,9 @@ "issue:44351", "issue:44448", "issue:44493", - "issue:44514", - "issue:44521", "issue:44610", "issue:44743", + "issue:44792", "issue:44855", "issue:44857", "issue:45083", @@ -7928,258 +7980,292 @@ "issue:45200", "issue:45245", "issue:45290", + "issue:45310", "issue:45381", - "issue:45412", - "issue:45520", + "issue:45459", + "issue:45478", + "issue:45563", "issue:45584", "issue:45588", "issue:45593", - "issue:45759", "issue:45823", "issue:45859", - "issue:46170", - "issue:46285" + "issue:46234" ], "soft_pairs": [ - "issue:44514|issue:44521", - "issue:38175|issue:45412", - "issue:45759|issue:46285", - "issue:43262|issue:43450", - "issue:45520|issue:46170", - "issue:44206|issue:45584", "issue:43819|issue:44112", "issue:44610|issue:44857", "issue:43827|issue:43901", "issue:43819|issue:45083", + "issue:44206|issue:45584", "issue:43335|issue:43550", "issue:44857|issue:45593", - "issue:37428|issue:43425", "issue:43606|issue:45083", - "issue:29942|issue:32090", - "issue:44448|issue:44743", + "issue:44792|issue:45563", + "issue:37428|issue:43425", "issue:45290|issue:45381", + "issue:44448|issue:44743", "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:43335|issue:43653", "issue:43611|issue:43931", - "issue:43550|issue:44112", "issue:44206|issue:45823", - "issue:37428|issue:44351", "issue:44855|issue:45083", + "issue:43550|issue:44112", "issue:43819|issue:44493", + "issue:37428|issue:44351", "issue:43335|issue:43504", + "issue:29942|issue:32090", "issue:45588|issue:45859", - "issue:29127|issue:32090", - "issue:43278|issue:43825" + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:28218|issue:35141", + "issue:43335|issue:44112" ], - "prepared_review_unit_hash": "df6f6d5b0269611612c62be2bd9f803bbba177338c03d84fb14a5dc1d1a5bf78", + "prepared_review_unit_hash": "ded7f64cd7db4e108791f1d02fd322d0ccd882686f988b4346c123efaeaa1d99", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36378, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38125, + "estimated_input_tokens": 9532, + "estimated_eval_tokens": 19320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and the soft edges are largely false positives. The only likely duplicate family is the `apply_chat_template` multimodal handling pair; the rest look like separate bugs, regressions, or docs/import issues.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 44521 is the broader, more general report of the same `apply_chat_template` multimodal assistant-mask problem; 44514 is a narrower Qwen2.5-VL batched-input crash repro.", + "summary": "This cluster is mostly a set of unrelated issue reports with similar wording. The only clear duplicate pair is the repeated Qwen3.5-Moe from_pretrained error; the earlier issue is the better canonical. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same Qwen3.5-Moe from_pretrained failure; issue:45478 is a near-identical follow-up and should be merged into it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest representative of the only plausible duplicate family here: it is broader in scope, has more discussion/inbound activity, and describes the underlying multimodal `apply_chat_template` failure more generally.", + "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical duplicate target in the cluster and has the stronger original report context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:44521", - "accept": true, - "reason": "Same code path (`apply_chat_template`) and same multimodal/batched-input handling area; the crash and all-zero assistant masks plausibly stem from one bug in template/mask construction." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "Different models, different subsystems, and different failure modes (`siglip2` zero probabilities vs RT-DETR memory release)." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both touch multimodal/model structure, but they are different concrete issues: `text_config` unwrapping vs `.text_model` structure inconsistency." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated bugs." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/dependency problems, but they are distinct platform-specific failures with different missing dependencies and error paths." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Different audio bugs: an unsupported `center` argument in a feature extractor versus Whisper empty-transcription generation after token alignment." - }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." + "reason": "Different bugs in different paths: DAC latents/STE vs a stale device override test in GraniteSpeech." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision-model problems: incorrect processor output size versus AMP/CUDA loss crash." + "reason": "Unrelated model/input-size mismatch versus an AMP/CUDA loss crash." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they reference different pipeline/text-classification behaviors and are not the same bug." + "reason": "Both are docs-related, but they target different pipeline APIs and different behavior changes." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Unrelated audio latent/forward mismatch versus helper output-length behavior in qwen3_omni_moe." + "reason": "Different audio helper/model behaviors; no shared failing code path." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Separate issues: unsupported center arg in feature extraction vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are different code paths." + "reason": "Different model/config failures: sparse layer construction vs torch.compile with SDPA." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different D-FINE/LwDetr training-time loss issues; one is AMP crash, the other is missing auxiliary losses." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "A missing internal flash-attention helper import is not the same as broad Torch 2.10 incompatibility." + "reason": "Different training bugs affecting different components and loss logic." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload/device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are separate bugs." + "reason": "Different generation issues: janus image generation test failure vs a paged generate warning." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different model regressions: Pegasus output differences versus Qwen3 recurrent-state reset behavior." + "reason": "An import-symbol regression is not the same as general Torch 2.10 incompatibility." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call assistant-message crashes and qwen2.5-vl vision position-id issues are different `apply_chat_template`/multimodal failures." + "reason": "Different chat-template/video-position-id failures; no common underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model output/regression areas with no shared code path." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA vocabulary merge collapse and a category-count runtime limit are unrelated." + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-count runtime limit." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaults and flash_attention s_aux handling are separate bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "A sparse-layer config bug and a tokenizer special-token registration bug are not the same issue." + "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale test are unrelated." + "reason": "Both are loading errors, but for different causes and model families." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both involve model/audio workflows, but the concrete failures differ: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." + "reason": "Different device/input mismatches in different models; not mergeable as one fix." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Python 3.13 import/parsing issue vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Python 3.13 JIT parsing/indentation error is unrelated to qwen3_omni_moe output-length behavior." + "reason": "torch.compile/SDPA bug and a stale device override test are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch and unexpected position-id keys are different symptoms in different code paths." + "reason": "Different symptoms and code paths: DAC latent mismatch vs unexpected position-id keys." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and causes." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model config/loading bugs." + "reason": "Different model/config bugs with no common failing mechanism." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both touch attention/offload code, but one crashes on `s_aux=None` in flash attention integration while the other is a rotary-embedding CPU-offload incompatibility." + "reason": "Distinct CI/runtime failures in flash attention tests vs Trainer broadcast handling." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "LayoutLMV3 error messaging and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." + "reason": "Both mention offload/attention-related code, but they fail in different modules and with different root causes." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during eval and a pipeline v5 error-message regression are unrelated." + "reason": "Embedding dtype drift and pipeline v5 error-message wording are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components; not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example failures for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated bugs in SwitchTransformers config and qwen3_omni_moe helper logic." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported Qwen3.5-Moe from_pretrained error with nearly identical title and description; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the GraniteSpeech CI failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet metadata and stays conservative on the soft edges. The one accepted pair (44514/44521) is a plausible duplicate family based on the shared `apply_chat_template` multimodal area, while the rest of the non-edges are reasonably rejected as distinct issues." + "feedback": "The summary is grounded in the packet: the two Qwen3.5-Moe issues are clearly the same title/failure pattern and the earlier one is a reasonable canonical target. The non-duplicate soft-edge verdicts are conservative and appropriately avoid overclaiming. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -8192,327 +8278,317 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:10000", - "issue:15354", - "issue:28218", + "issue:29127", "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", + "issue:36010", "issue:37428", "issue:38175", - "issue:39692", "issue:40444", - "issue:41720", "issue:42490", + "issue:43278", "issue:43335", + "issue:43381", + "issue:43412", "issue:43526", "issue:43550", "issue:43575", "issue:43606", + "issue:43611", "issue:43701", - "issue:43720", - "issue:43723", "issue:43746", "issue:43854", - "issue:43873", "issue:43927", - "issue:44112", "issue:44360", "issue:44448", + "issue:44466", "issue:44493", - "issue:44554", "issue:44561", + "issue:44568", "issue:44779", "issue:44857", "issue:44977", - "issue:44987", "issue:45072", "issue:45083", + "issue:45198", "issue:45229", - "issue:45310", - "issue:45459", - "issue:45478", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", "issue:45593", "issue:45698", + "issue:45803", + "issue:45823", "issue:45920", "issue:46192", "issue:46209", - "issue:46234" + "issue:46285" ], "soft_pairs": [ - "issue:45459|issue:46234", - "issue:39692|issue:43526", - "issue:43335|issue:45083", - "issue:39692|issue:44493", - "issue:45310|issue:45478", - "issue:43720|issue:44112", - "issue:43335|issue:44112", "issue:44448|issue:44779", "issue:43335|issue:45593", "issue:42490|issue:43854", "issue:43606|issue:44857", - "issue:34689|issue:35141", - "issue:38175|issue:44493", "issue:45920|issue:46192", + "issue:38175|issue:44493", "issue:44360|issue:44561", "issue:44977|issue:45229", "issue:44857|issue:45072", - "issue:43746|issue:46209", - "issue:40444|issue:43526", "issue:44448|issue:44977", - "issue:28218|issue:32090", + "issue:34689|issue:35141", "issue:43701|issue:45083", - "issue:32090|issue:33357", - "issue:29942|issue:35141", + "issue:29127|issue:32090", "issue:43550|issue:45083", - "issue:43723|issue:44554", - "issue:43873|issue:45229", + "issue:40444|issue:43526", "issue:43927|issue:45698", "issue:42490|issue:43575", - "issue:10000|issue:15354", - "issue:37428|issue:44987", - "issue:41720|issue:45229" - ], - "prepared_review_unit_hash": "7b2fad7c25b684ccc3419545115c6e4d189b56aa707ba1ede24d7fede50876d0", - "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 - }, + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:36010|issue:37428" + ], + "prepared_review_unit_hash": "7d243ffabc323b99cb98ca9a835a4c53ca93c32eb9ef3f94c65f45e1ffb51738", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37252, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 31, + "serialized_chars": 37255, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports. Only one soft pair is a clear duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`; issue:45478 is a later duplicate with no broader scope.", + "summary": "This cluster is a grab-bag of mostly unrelated closed issues. The soft pairs are only superficially similar (often broad v5 regression or loading/tokenization themes), but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best anchor for dedupe tracking because it names the regression precisely and represents the same underlying loading failure as its duplicate.", + "best_issue_reason": "issue:45920 is the broadest and most user-impacting representative here: a multi-model v5 AutoTokenizer regression affecting token IDs across several models. It is thematic, but not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Different subsystems and failure modes: tokenizer/protobuf error handling vs a missing import-utils symbol." - }, - { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Both concern v5 output/tokenization regressions, but one is Pegasus generation parity and the other is DeepSeek tokenizer behavior; different models and failure modes." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:45593", "accept": false, - "reason": "Different model/config bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe feature-length helper behavior." + "reason": "One is a SwitchTransformers config bug creating sparse layers incorrectly; the other is D-FINE not applying auxiliary losses. Different subsystems and root causes." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Docs/example errors do not match the separate position-id key regression affecting many models." + "reason": "Both involve loading/import behavior, but the slash-path warning and the GLM-4.7 test loading failure are not the same bug." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; same underlying loading bug and clearly mergeable as one issue." + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Packed-weight accelerate loading failure is unrelated to a GraniteSpeech CI stale device-override test." + "reason": "Both touch processor/tokenization inputs, but one is wrong token IDs from AutoTokenizer and the other is return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different failures in different models; no shared bug path." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are separate model-specific regressions." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both mention v5 regressions, but they affect different tokenizers/models and describe different output issues." + "reason": "A DSA ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to D-FINE auxiliary-loss logic." + "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Local-path trailing-slash warning is not the same as GLM-4.7-Flash unit-test load failure." + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is not the same as dtype mismatches in SwitchTransformers and TimmWrapperModel bfloat16 inference." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "CPU offload device mismatch is a different code path from AMP/CUDA crashes in LwDetrImageLoss." + "reason": "Both mention altered behavior in v5, but Pegasus output drift and Qwen3.5 flash-attention generation failure are distinct code paths." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading regression is unrelated to token-embedding reinitialization after resize." + "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing output embeddings are different model-loading bugs." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 zero-probabilities bug is not the same as the position-id unexpected-key regression." + "reason": "resume_from_checkpoint key mismatch is unrelated to the qwen3_omni_moe helper length calculation bug." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Wrong token IDs across models is a tokenizer correctness bug; silently ignored return_tensors is a separate API-argument handling issue." + "reason": "LayoutLMv3 error messaging for insufficient box info and Trainer _gpu_broadcast_one NoneType support are unrelated." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to v5 breaking trust_remote_code by removing is_torch_fx_available." + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-length helper behavior are different execution paths." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 and Gemma4 multi-GPU CUDA OOM are different problems." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and BEiT image processor reduce_labels bug are unrelated." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different crash sites and causes: AMP/CUDA loss crash vs dtype mismatch in bfloat16 inference." + "reason": "DiaConfig custom token IDs not surviving save/load and wrong custom module loading after save_pretrained are related in theme but not the same defect." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated issues." + "reason": "Trailing-slash local-path warning and Qwen2-57B-A14B tp OOM are unrelated model-loading issues." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Multi-image iterable dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are separate bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output changes and Qwen3.5 flash-attention generation failure do not share the same bug path." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are not the same failure." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer spacing after added token and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + "reason": "Qwen3.5 flash-attention generation failure and stale num_return_sequences warning are different generate-path issues." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Checkpoint key mismatch is a different problem from qwen3_omni_moe helper behavior." + "reason": "mdeberta-v3 add_special_tokens regression and Gemma3 NaN embeddings from sliding-window attention have different causes." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to the MacOS CLIP bus error." + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Flash Attention 2 CI failures are not the same as output-embedding reinitialization after resize." + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are separate loading/runtime failures." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "Gemma4 processor loading import error and flash_attention.py s_aux=None crash are different code paths." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "AutoTokenizer v5 loading issue and MPS attention correctness issue are distinct bugs." + "reason": "Gemma3n executorch export guard/support issue is unrelated to the sink-less flash_attention crash." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Quantization/offloading behavior does not match a multi-GPU CUDA OOM in Gemma4." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare except swallowing errors are not duplicates." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43611", + "right": "issue:46285", "accept": false, - "reason": "Custom token IDs lost on save/load and wrong custom module loaded after save_pretrained are separate persistence bugs." + "reason": "base_model_prefix loading breakage and CLIP text-model structural inconsistency are separate v5 compatibility issues." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Embedding dtype drift during evaluate and gradient checkpointing in eval mode are distinct training/eval behaviors." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are different forward-path bugs." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Missing flash-support import and a v5 load failure for physical-intelligence/fast are not the same bug." + "reason": "Pegasus v4/v5 output difference and lm_head.weight serialization inconsistency are both version-related but not the same bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different failure modes." + "reason": "GenerationMixin import failure and _flash_supports_window_size import failure are unrelated import regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clear duplicate is the identical Qwen3.5 MoE from_pretrained report pair (45310/45478), and the rest of the soft pairs are conservatively rejected as different bugs. No PRs are present, so the PR-related fields are appropriately null." - }, - "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 }, @@ -8521,18 +8597,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", "issue:29127", + "issue:29942", + "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:39692", @@ -8540,29 +8619,30 @@ "issue:42915", "issue:42994", "issue:43065", + "issue:43066", "issue:43278", - "issue:43329", "issue:43381", - "issue:43412", + "issue:43421", + "issue:43575", "issue:43611", "issue:43653", + "issue:43701", "issue:43873", "issue:43976", "issue:43994", "issue:44186", "issue:44206", + "issue:44265", "issue:44361", - "issue:44448", - "issue:44466", + "issue:44442", + "issue:44462", "issue:44479", - "issue:44561", - "issue:44568", + "issue:44734", "issue:44743", - "issue:44779", - "issue:44857", "issue:44871", "issue:44977", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", "issue:45406", @@ -8571,260 +8651,241 @@ "issue:45459", "issue:45491", "issue:45563", - "issue:45588", "issue:45712", - "issue:45803", - "issue:45823", - "issue:46121", - "issue:46285" + "issue:46121" ], "soft_pairs": [ - "issue:43278|issue:43329", - "issue:44561|issue:44779", - "issue:44977|issue:45563", - "issue:44857|issue:45588", - "issue:44568|issue:45491", - "issue:45372|issue:45588", - "issue:43412|issue:45588", - "issue:45198|issue:45803", - "issue:43611|issue:46285", - "issue:43278|issue:43381", - "issue:45588|issue:45823", - "issue:45372|issue:45406", - "issue:43976|issue:45440", - "issue:44448|issue:44466", "issue:25251|issue:32090", "issue:43653|issue:44743", "issue:45245|issue:45563", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:45459|issue:45712", "issue:44186|issue:45198", + "issue:45459|issue:45712", "issue:43065|issue:45412", "issue:44871|issue:44977", - "issue:32090|issue:33290", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:33357|issue:39692", - "issue:42490|issue:43873", "issue:29127|issue:34567", + "issue:44206|issue:44479", "issue:45372|issue:45459", - "issue:42915|issue:42994" + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43066|issue:44462", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "c0e1a82a0fee1d559bbd43b7537b6f804c788872bf3c62b9e47afdc1f44d9e14", + "prepared_review_unit_hash": "f54ac1815ef91cd6aff27bf6282686aee70a890dcbc78bd2ffb6d6d9e721c30f", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37341, - "estimated_input_tokens": 9336, - "estimated_eval_tokens": 18928 + "soft_pair_count": 28, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across tokenizers, quantization, loading, export, and generation. I do not see any pair that clearly represents the same underlying bug/change strongly enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "All proposed soft links look like false positives: the items mention similar keywords in tokenization, quantization, generation, or model loading, but they describe different bugs in different code paths. No duplicate cluster emerges here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the proposed pairings are not the same underlying bug, so there is no single issue that can represent this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the strongest standalone issue here: it is detailed, current, and actionable. It is not a duplicate hub for the cluster, but it is the clearest representative issue among the set.", + "best_issue_reason": "No issue is globally representative because the items span unrelated subsystems and failure modes rather than one shared defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Different bugs: dtype drift between train/eval vs undefined video-token helper variables." + "reason": "Pipeline output-shape change vs Trainer GPU broadcast NoneType error; unrelated code paths." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Different code paths: removed helper import breaks trust_remote_code models vs DeepSeek tokenizer behavior regression." + "reason": "BigBirdTokenizer special-token registration bug vs Qwen recurrent-state cache reset; different tokenizer/model logic." }, { - "left": "issue:44977", + "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Both touch generation, but one is a flash-attention generation failure and the other is only a stale warning in paged generate()." + "reason": "Category-cardinality error vs stale generate warning; not the same defect." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Different failures: AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models." + "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure; different models and failures." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer special-token insertion bug vs Gemma3 mixed-length NaN embeddings; not the same defect." + "reason": "Protobuf exception masking tokenizer errors vs leftover dummy classes in repo checks; unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Processor-loading import failure vs flash-attention crash; separate code paths and fixes." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory leak on deletion; different problems." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Executorch export guard/erfinv issue is unrelated to the flash-attention AttributeError." + "reason": "Gemma eos-token config mismatch vs Qwen flash-attention generation bug; not the same bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion swallowing errors; different underlying bugs." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization fail; unrelated tokenizers." }, { "left": "issue:43611", - "right": "issue:46285", + "right": "issue:46121", "accept": false, - "reason": "Both involve model loading/structure, but the concrete problems differ: base_model_prefix loading vs CLIPTextModel structure mismatch." + "reason": "base_model_prefix loading regression vs rope-validation TypeError; unrelated loading/validation issues." }, { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to embedding dtype changing between train and eval." - }, - { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Flash-attention sinkless crash and Gemma4 device-map mismatch are distinct forward-path bugs." + "reason": "MacOS CLIP bus error vs SigLIP2 docs example mistakes; runtime crash vs documentation/example issue." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Gemma processor import error and Gemma4Processor _tokenizer crash are separate failures in different layers." + "reason": "LayoutLMv3 error clarity vs TrainerState token counter not updating; different functionality." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Python-version compatibility regression vs DeepSeekV3MoE divergence; not the same issue." + "reason": "Feature extractor unsupported arg vs Qwen video regression; different subsystems and symptoms." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Different symptoms: output drift between v4/v5 vs serialization inconsistency of tied weights." + "reason": "Gemma4 processor import dependency break vs protobuf error masking; unrelated causes." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast failing on NoneType." + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different components." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token registration vs recurrent-state reset in modular qwen3_5; unrelated." + "reason": "Python version compatibility break vs DeepseekV3MoE implementation divergence; unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Category-count runtime limit is unrelated to the stale paged-generate warning." + "reason": "FineGrainedFP8 loading failure vs quantized model saving failure; both quantization-related but different operations and bugs." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Unsupported center arg in image extractor vs Qwen VL video-input regression; different components." + "reason": "SigLIP2 inference mismatch vs RT-DETR memory leak; unrelated." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d placeholder bug is not the same as SigLIP2 AutoModel/pipeline nonsensical outputs." + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Exception masking in tokenizer decode is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "BF16/FP32 eval dtype change vs tensor-parallel OOM on model load; different failure modes." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + "reason": "German DistilBertModel issue vs torch.jit GeneratorExp export failure; unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Dummy class cleanup and RT-DETR memory release are unrelated." + "reason": "Tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json; both loading-related but not the same bug." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "EOS-token configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Trailing-slash local path import warning vs quantization offloading not working; unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Trainer broadcast NoneType error and Adafactor+DeepSpeed OOM are different failure modes." + "reason": "Quantization offloading issue vs multi-GPU CUDA OOM; shared theme only, not same concrete bug." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "MLukeTokenizer AttributeError is not the same bug as Wav2Vec2 save/tokenization failure." + "reason": "Serve KV-cache tensor indexing crash vs Gemma4Processor missing _tokenizer; different code paths." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Base-model-prefix loading regression and rope-validation TypeError are separate config/loading issues." + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings; unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch; different trainer issues." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Trailing-slash local-model import warning is unrelated to quantization offloading behavior." + "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer failures." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical outputs; unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both involve quantization, but one is FP8 config failure for Qwen3Moe and the other is quantized model saving." + "reason": "Gemma4 processor import break vs hidden tokenizer errors without protobuf; not the same defect." } ] }, @@ -8840,303 +8901,282 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:29127", "issue:29942", - "issue:30064", + "issue:32090", "issue:33357", "issue:35141", "issue:36010", + "issue:41720", "issue:42490", "issue:42915", - "issue:43066", "issue:43262", "issue:43278", + "issue:43329", "issue:43334", "issue:43381", - "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43653", + "issue:43646", "issue:43701", + "issue:43723", "issue:43756", "issue:43761", "issue:43824", "issue:43931", - "issue:43994", + "issue:44077", "issue:44186", "issue:44206", - "issue:44265", "issue:44279", "issue:44387", "issue:44442", - "issue:44462", - "issue:44464", + "issue:44554", "issue:44610", - "issue:44625", + "issue:44743", + "issue:44811", "issue:44857", "issue:44977", "issue:45072", "issue:45103", - "issue:45198", + "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", - "issue:45491", "issue:45584", "issue:45593", "issue:45834", "issue:45859" ], "soft_pairs": [ - "issue:29942|issue:30064", - "issue:43994|issue:45412", - "issue:43278|issue:43575", - "issue:44265|issue:45198", - "issue:43066|issue:44462", - "issue:43756|issue:45440", - "issue:43421|issue:45491", - "issue:43381|issue:43701", - "issue:43653|issue:44442", "issue:44610|issue:45412", - "issue:29127|issue:33357", - "issue:43824|issue:44279", - "issue:45440|issue:45593", - "issue:43526|issue:45834", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329", "issue:29942|issue:36010", + "issue:43526|issue:45834", "issue:43761|issue:45859", - "issue:43526|issue:44186", - "issue:44625|issue:45584", - "issue:29127|issue:35141", + "issue:43723|issue:44554", + "issue:45440|issue:45593", "issue:45103|issue:45372", - "issue:44442|issue:45072", + "issue:43526|issue:44186", "issue:43575|issue:43701", - "issue:43334|issue:43531", - "issue:42915|issue:43931", "issue:43526|issue:44857", "issue:44977|issue:45245", + "issue:43334|issue:43531", "issue:42490|issue:43381", "issue:43575|issue:44387", - "issue:44464|issue:45491", - "issue:43262|issue:44206" + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45584" ], - "prepared_review_unit_hash": "1aad32bd054847474747aa165d2ca40c7f584b1eb16c61508162ce2a236b1e81", + "prepared_review_unit_hash": "db93e3ed464603e352775edf683754860c33b259124689f5c067b632203ec159", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36691, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 27, + "serialized_chars": 35810, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are overwhelmingly false positives: the paired issues usually share only a broad subsystem (tokenizers, vision, Qwen, OOMs) but describe different bugs, models, or code paths. No PRs are present, and there is no single coherent canonical issue for this heterogeneous set.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated regressions and product bugs rather than one duplicate cluster.", + "summary": "All soft pairs appear to be false positives: the items cover unrelated bugs across different models/subsystems, so this cluster does not form a real duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue chosen: the cluster is heterogeneous, and none of the issues clearly subsumes the others as the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue: the set is too diverse for one issue to serve as a meaningful representative.", + "best_issue_reason": "No global best issue: selecting any one item would be arbitrary because the paired issues are not the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Unrelated failures: Flash Attention 2 tests vs image processor handling of void segmentation maps." - }, - { - "left": "issue:43994", + "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Different problems: bad SigLIP2 outputs through AutoModel/pipeline vs RT-DETR memory not being released." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Different code paths and symptoms: BF16/FP32 dtype change in eval vs tensor-parallel load OOM." + "reason": "Different problems: input-size mismatch in OmDet-Turbo processor vs RT-DETR memory not being released." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both are OOM-like, but one is Qwen3 auto device-mapping cudaErrorAssert and the other is Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both involve tokenizers, but one is a decoder-type regression in v5 and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to a MacOS bus error loading a CLIP model." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-specific implementation mismatches: Smollm3 RoPE layer count vs DeepseekV3MoE parity with remote implementation." + "reason": "Smollm3 RoPE-layer count bug and DeepseekV3MoE divergence are different model implementations." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Runtime special-token post-processor sync is unrelated to Gemma3 NaNs from sliding-window/all-padding batching." + "reason": "ReasoningEffort import failure in Gemma4 processor loading is separate from Gemma4Processor missing _tokenizer in serve." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." + "reason": "Embedding dtype drift during eval is unrelated to the multimodal token counting video-branch undefined-variable bug." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs FastSpeech2ConformerTokenizer loading." + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Processor image-size mismatch is unrelated to RT-DETR memory reclamation." + "reason": "BeitImageProcessorFast reduce_labels truncation differs from Kosmos2.5 long OCR index overflow." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to the MacOS CLIP bus error." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Specific missing Qwen2.5-VL import is not the same as a generic dependency issue." + "reason": "AutoTokenizer v5 loading issue is not the same as MPS attention correctness when value head dim differs from query." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different training/inference behaviors." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are unrelated." + "reason": "auto_docstring annotation handling bug is unrelated to the Gemma4 ReasoningEffort import problem." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + "reason": "BeitImageProcessorFast labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different tokenizer/processor paths." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Different processors and failures: Beit label reduction vs LayoutLMv2Tokenizer NER/padding crash." - }, - { - "left": "issue:44625", - "right": "issue:45584", + "right": "issue:44857", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are different bugs." + "reason": "BeitImageProcessorFast label reduction issue is unrelated to LwDetrImageLoss float16/CUDA crash." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "LayoutLMv3 error clarity has nothing to do with token embedding reinitialization in post_init." + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are different failure modes." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to the ReasoningEffort import failure." + "reason": "Qwen3-VL pad_token_id attribute error is separate from Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer loading and bfloat16 dtype mismatches are different issue classes." + "reason": "Local-path import warning with trailing slash is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43575", - "right": "issue:43701", + "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM is unrelated to resume-from-checkpoint key mismatch." + "reason": "Both involve memory, but one is TP load OOM for Qwen2-57B and the other is int4 quantization reserved-memory growth." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id load error and the other is a sliding_window bug." + "reason": "Qwen2.5-VL import failure is not the same as a generic dependency issue with transformers." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Qwen3.5 recurrent state reset bug is different from Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category limit runtime error." + "reason": "LayoutLMv3 error messaging issue is not the same as token-embedding resize reinitialization with untied output embeddings." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Local-path import warning is unrelated to gradient checkpointing being unusable in eval mode." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel load OOM while the other is int4 quantization memory growth; not the same bug." + "reason": "Transformers 5.0 custom model init breakage is unrelated to patchtsmixer post_init policy." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma3 NaNs from sliding-window padding." + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor unsupported center argument are different processor regressions." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor center-arg crashes are different audio-processing bugs." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Whisper empty-transcription handling after align_special_tokens." } ] }, @@ -9152,310 +9192,289 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:28218", + "issue:32090", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", - "issue:35141", "issue:36010", - "issue:36331", + "issue:38175", "issue:42175", - "issue:42490", "issue:42907", - "issue:43232", "issue:43316", "issue:43381", - "issue:43388", "issue:43452", "issue:43493", "issue:43525", + "issue:43550", "issue:43611", - "issue:43646", + "issue:43643", + "issue:43650", "issue:43720", - "issue:43723", "issue:43761", "issue:43827", "issue:43873", "issue:43931", "issue:44062", - "issue:44077", - "issue:44079", "issue:44188", "issue:44442", + "issue:44464", "issue:44479", "issue:44743", - "issue:44811", + "issue:44855", "issue:44871", "issue:44898", - "issue:44987", - "issue:45003", + "issue:44913", + "issue:44964", + "issue:45137", "issue:45216", "issue:45290", "issue:45440", - "issue:45479", + "issue:45491", "issue:45588", "issue:45698", "issue:45759", "issue:45803", "issue:45907", - "issue:46178", + "issue:46202", "issue:46209", "issue:46234" ], "soft_pairs": [ - "issue:44743|issue:44811", - "issue:43646|issue:44077", "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44464|issue:45491", "issue:44062|issue:45907", - "issue:42175|issue:46234", - "issue:33290|issue:34689", - "issue:33290|issue:35141", + "issue:28218|issue:32090", "issue:44442|issue:44898", "issue:33290|issue:34567", - "issue:43761|issue:44079", - "issue:45003|issue:45440", "issue:43381|issue:43873", - "issue:43723|issue:45479", "issue:43316|issue:43525", - "issue:42490|issue:44743", - "issue:43232|issue:43388", "issue:44479|issue:45290", - "issue:43761|issue:44188", + "issue:44964|issue:45440", "issue:43720|issue:44442", "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:42175|issue:46234", "issue:44442|issue:45803", - "issue:44077|issue:44479", - "issue:44987|issue:46178", - "issue:34689|issue:36010", + "issue:43550|issue:44743", "issue:43931|issue:45216", + "issue:34689|issue:36010", "issue:43493|issue:43827", - "issue:33290|issue:36331", "issue:45290|issue:46209", "issue:43316|issue:45759", "issue:43873|issue:44871", - "issue:42907|issue:45698" + "issue:42907|issue:45698", + "issue:43761|issue:44188", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43650|issue:46202" ], - "prepared_review_unit_hash": "e24bfbd756a2579bc7c3d3ae1e9522c344e5b072e0be73db59d1b76a2ebaa788", + "prepared_review_unit_hash": "30fe1a15fb19dc52fa39bf678001124204369a9b1827dc6fb57f7c7b948e42f1", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37229, - "estimated_input_tokens": 9308, - "estimated_eval_tokens": 18872 + "soft_pair_count": 28, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose thematic cluster of Transformers issues, but the proposed soft pairs are mostly superficial title similarity rather than true duplicates. I found no pair that clearly shares the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43873 has the strongest engagement and linkage in this set (high discussion and inbound refs), so it is the best anchor if one issue must represent the cluster.", + "summary": "The soft pairs are mostly false positives: they share broad themes like loading, config, or training, but each points to a different concrete bug or code path. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most representative issue here: it covers a generic save/load regression, has the highest discussion activity, and sits in the same general serialization/loading theme as several others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most centrally connected open issue here and is the best single representative, even though the cluster itself is not a duplicate set.", + "best_issue_reason": "issue:45698 is the best cluster representative because its title is generic enough to stand in for the cluster\u2019s recurring load/save regressions while still describing a concrete user-facing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Different failures in unrelated paths: Qwen recurrent-state caching vs Whisper batch decoding." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Both mention init/post_init, but one is a generic v5 custom-model init break and the other is a patchtsmixer-specific post_init policy issue." - }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention sinkless-model crashes." + "reason": "Different subsystems and failures: gguf AutoTokenizer/AutoModel loading vs flash_attention sink-less AttributeError." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API bugs." + "reason": "Unrelated model/runtime bugs: MacOS bus error on CLIP vs zero probabilities on SigLIP2." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Backend installation/import coverage for tensorflow vs a missing import_utils symbol are different issues." + "reason": "Both involve generation/vision-ish behavior, but one is compiled forward chunked generation and the other is Gemma3 mixed-length NaN embeddings; different code paths." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "OOM during Adafactor+DeepSpeed training is unrelated to a Llama model-loading regression." + "reason": "Tokenizer AddedToken kwargs bug vs Hub list_repo_files revision forwarding; no shared underlying defect." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Training OOM and token-embedding reinitialization in post_init are different code paths and symptoms." + "reason": "Tokenizer spacing regression and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver image-resolution handling are unrelated bugs." + "reason": "Tokenizer load failure vs Perceiver interpolation/resolution failure; different models and mechanisms." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer memory usage is unrelated to TrainerState token-count bookkeeping." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Hidden-states not returned and ModelOutput key assignment are different bugs, not the same fix." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "DeepSpeed OOM with Adafactor is not the same as TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and quantized offloading issues are separate subsystems." - }, - { - "left": "issue:43723", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero-loss classification are unrelated problems." + "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct trainer/runtime behaviors." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API mismatches, but they concern different models and different attributes." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Path-with-trailing-slash warning is unrelated to Qwen recurrent-state reset behavior." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after sync_gpus and metric label truncation are separate runtime paths." + "reason": "Both are config-related, but one is a Gemma3TextConfig API inconsistency and the other is a missing pad_token_id on Llama4Config." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to chat-template crashes on tool-call messages." + "reason": "Video input regression for Qwen variants is unrelated to chat template crashes on assistant tool-call messages." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "CLIP hidden-states output and torch.compile attention-kernel branching are different issues." + "reason": "Phi-4 multimodal loading error and DeepSeekV3MoE divergence are separate model-specific issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug and tokenizer-loading failure are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with FastSpeech2ConformerTokenizer loading." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they target different failure modes and root causes." + "reason": "Two different model-loading regressions with different triggers and versions; not the same fix." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "AutoTokenizer failure and a bare-except in Fuyu tensor conversion are not the same bug." + "reason": "Trainer broadcast NoneType error and optimizer OOM are not the same bug." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + "reason": "Packaging/backend dependency omission vs missing utility symbol export; unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Loading a specific model under transformers>=5.1.0 and missing tensorflow_text backend registration are different issues." + "reason": "Tokenizer loading failure and Fuyu tensor conversion exception-swallowing are unrelated." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Llama model loading breakage and GenerationMixin import failure are separate v5 regressions." + "reason": "torch.compile SDPA failure in Bamba and Qwen3_5 recurrent-state reset are different model-path bugs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint content are related only loosely, not the same concrete bug." + "reason": "Both are Qwen-family, but one is a load-time shape mismatch and the other is a save_pretrained checkpoint regression." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "SigLIP2 implementation discrepancy and documentation references to removed pipelines are unrelated." + "reason": "Llama 3.2 model-loading breakage is unrelated to the GenerationMixin import error." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "DeepSpeed/Adafactor OOM and CustomTrainer.compute_loss signature mismatch are different training issues." + "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated." }, { "left": "issue:45290", "right": "issue:46209", "accept": false, - "reason": "Chat-template tool-call handling and FP8 inference on B200 are unrelated." + "reason": "Chat-template crash and FP8 inference on B200 are completely different bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch config structures, but one is a Gemma3TextConfig API discrepancy and the other is text_config unwrapping for Qwen multimodal configs." + "reason": "Both concern config objects, but one is a Gemma3TextConfig API mismatch and the other is AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and eos_token_id config inconsistency are separate bugs." + "reason": "Quantization offloading bug and eos_token_id config inconsistency are separate issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized model artifacts and loading the wrong custom module after save_pretrained are different persistence bugs." + "reason": "Save/dequantization failure and wrong custom module loaded after save_pretrained are both serialization-related but not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and attention-kernel branching under torch.compile are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code AutoConfig missing fields and GPTNeoX rotary_pct reset on reload are different config-loading problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Noise-level issue title vs Gemma pipeline roundtrip failure; no shared underlying code path." } ] }, @@ -9471,24 +9490,26 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", "issue:41950", "issue:42617", "issue:43065", "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -9497,256 +9518,268 @@ "issue:43550", "issue:43575", "issue:43606", - "issue:43643", - "issue:43650", - "issue:43673", - "issue:43688", + "issue:43646", "issue:43701", "issue:43716", "issue:43742", - "issue:43749", "issue:43761", "issue:43825", - "issue:43931", "issue:44077", "issue:44162", "issue:44190", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", + "issue:44568", "issue:44617", - "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45137", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45479", "issue:45584", + "issue:45656", "issue:45803", + "issue:46050", "issue:46170", - "issue:46202" + "issue:46178" ], "soft_pairs": [ - "issue:43749|issue:43931", - "issue:43643|issue:44913", - "issue:44855|issue:45137", - "issue:43650|issue:46202", + "issue:44987|issue:46178", + "issue:33290|issue:34689", + "issue:44568|issue:45479", + "issue:44077|issue:44479", "issue:44190|issue:44496", + "issue:29127|issue:33357", "issue:25251|issue:28282", "issue:43295|issue:43825", - "issue:43065|issue:44617", "issue:43550|issue:43701", "issue:43606|issue:43701", "issue:42617|issue:43575", "issue:43540|issue:44514", - "issue:43316|issue:43716", - "issue:44077|issue:44534", "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:33290|issue:35141", "issue:43575|issue:43742", "issue:43316|issue:44877", - "issue:16998|issue:22355", "issue:44162|issue:44792", + "issue:33290|issue:45656", "issue:43404|issue:43441", - "issue:45803|issue:46170", "issue:43295|issue:44871", - "issue:43673|issue:44743", + "issue:45803|issue:46170", + "issue:43065|issue:44617", "issue:41950|issue:43475", - "issue:43761|issue:44479", - "issue:43388|issue:43688", - "issue:43452|issue:44496" + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "662be8164214055412d6c9a2181e50ab6eb02cdc6a9f51b5d33da4363a7d8c27", + "prepared_review_unit_hash": "ea327cfb52fc0dc3ad3d0170206c9d310dbe4163ca9218e62f02c309a7739d8c", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35557, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "soft_pair_count": 29, + "serialized_chars": 36436, + "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 loose collection of Transformers issue reports, mostly about model loading, processor/config regressions, and assorted runtime errors. The soft-similarity links are largely superficial and do not describe the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the reports are too heterogeneous. If one representative must be chosen, issue 43295 is the closest fit because it is a concrete v5 regression involving processor/model API behavior.", + "summary": "These soft pairs are mostly false positives: they share broad themes like loading, vision, or configuration, but the underlying bugs and code paths differ. I don\u2019t see a single canonical issue/PR for this set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best representative issue in this set: it is specific, clearly actionable, and exemplifies the kind of v5 regression seen across the cluster without being overly narrow.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch; different root causes and code paths." + "reason": "Different failures: model load regression vs backend mapping error for tensorflow_text." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Both involve config fields being lost or reset, but one is trust_remote_code missing fields on load and the other is GPTNeoX rotary_pct persistence; not the same bug." + "reason": "One is deepspeed/Adafactor OOM; the other is a model-loading regression for a specific Llama Vision model." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Python parsing/import error in TorchScript vs DeepSpeed ZeRO3 deque underflow; unrelated failure modes." + "reason": "Tokenizer special-token behavior and sequence-classification loss are unrelated bugs." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "The titles are not semantically related; one is a nonspecific data request, the other is a Gemma pipeline roundtrip/tokenization bug." + "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in an example script vs config/model-type recognition for a specific checkpoint; different layers and causes." + "reason": "Local dataset loading script issue vs config/model-type recognition error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Top-k pipeline output shape change is a pipeline behavior bug; the other is an import-time missing PyTorch dependency error." + "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions, but one is processor/tokenizer API breakage and the other is an incorrect pipeline error message; not the same code-path problem." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Both mention SAM 3/video-related behavior, but one is a dummy Conv2d in a decoder and the other is a CUDA OOM during video inference; not duplicates." + "reason": "Custom model processor/tokenizer regression vs pipeline translation error message regression." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; separate runtime pathways and symptoms." + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Running a parallel script versus loading a large model with tensor parallelism; both involve execution issues but not the same bug." + "reason": "3d_parallel execution problem vs tensor-parallel OOM on a different model." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash share a family, but the failures occur in different APIs and inputs." + "reason": "Video input processing failure vs batched chat-template padding crash." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." + "reason": "Gemma eos token config mismatch vs Whisper empty-transcription generation bug." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Optional post_init allowance for patchtsmixer is a model config/design issue; non-persistent buffers filled with junk is a broader v5 initialization regression." + "reason": "Gemma3TextConfig API mismatch vs image preprocessor/model dtype mismatch." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different tokenization/generation bugs." + "reason": "Training OOM under deepspeed vs embedding reinitialization after resize." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM when loading a very large Qwen2 model with tensor parallelism is not the same as a key error loading MobileLLM-125M." + "reason": "OOM on large-model tensor parallel load vs key error loading a small model." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config/API issues, but Gemma3TextConfig mismatch and strict config blocking granite_speech loading are distinct schema-validation problems." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Config API discrepancy vs strict config blocking granite_speech." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken and janus generate_images test failure are different model families and different failure modes." + "reason": "ESM2 model breakage vs janus test failure; no shared underlying bug." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention failure are both model-family issues, but they target different defects and code paths." + "reason": "OOM during deepspeed training vs optimizer.step called twice." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Bare except swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Untied lm_head weights vs FlashAttention failure in Ministral-3." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as Gemma eos_token_id configuration inconsistency." + "reason": "Processor/tokenizer API regression vs eos_token_id config inconsistency." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and Qwen3.5 recurrent states resetting with cache are both cache-related, but they affect different mechanisms and implementations." + "reason": "Bare except swallowing errors vs Windows ROCm torch.distributed dependency issue." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Video-classification pipeline choosing image processors and SAM3 vision encoder missing an attribute are separate video/image pipeline bugs." + "reason": "Dummy Conv2d implementation vs SAM 3 video OOM." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and API surfaces." + "reason": "Pipeline selecting image processors vs missing fpn_position_embeddings attribute." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are both training bugs, but they affect different parts of the training loop." + "reason": "Custom model initialization breakage vs GPTNeoX config reload defaulting rotary_pct." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, while the other is an unrecognized model/config.json issue; related to loading but not the same concrete bug." + "reason": "gguf_file loading regression vs unrecognized model/config.json model_type error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos token mismatch vs quantized model save/load corruption." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen video-input regression." } ] }, @@ -9762,282 +9795,288 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:32090", "issue:35141", "issue:41720", "issue:42490", "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", "issue:43504", - "issue:43525", - "issue:43531", + "issue:43540", + "issue:43550", "issue:43572", - "issue:43646", + "issue:43644", + "issue:43673", "issue:43761", "issue:43827", "issue:43931", + "issue:43976", "issue:43994", "issue:44060", + "issue:44077", "issue:44190", "issue:44242", - "issue:44464", "issue:44479", "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", + "issue:44743", "issue:44792", "issue:44855", - "issue:44871", + "issue:44877", "issue:44913", - "issue:44933", "issue:44964", "issue:44977", - "issue:45127", - "issue:45200", "issue:45245", - "issue:45362", "issue:45381", - "issue:45406", "issue:45542", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", + "issue:45632", "issue:45698", "issue:45803", "issue:45987", - "issue:46050", "issue:46178", "issue:46234" ], "soft_pairs": [ - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:45127|issue:45200", - "issue:32090|issue:35141", - "issue:43572|issue:46178", "issue:45542|issue:46234", - "issue:44617|issue:45584", + "issue:43572|issue:46178", "issue:43504|issue:45698", - "issue:44734|issue:45406", - "issue:45563|issue:45584", - "issue:43525|issue:43531", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:43673|issue:44743", "issue:44792|issue:44977", "issue:43761|issue:44242", + "issue:44617|issue:45584", "issue:44534|issue:44913", - "issue:43931|issue:44060", "issue:44190|issue:44964", "issue:44792|issue:45600", "issue:44479|issue:44734", "issue:44855|issue:45588", - "issue:44464|issue:45563", "issue:43827|issue:43994", - "issue:44521|issue:45381", - "issue:35141|issue:42490", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:45803|issue:45987", - "issue:44933|issue:45362" + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:45632|issue:46234", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "5ac205a76f4496b5de905680295bc0b12a20d08cec79abd4065541823b5d4641", + "prepared_review_unit_hash": "d13260ecfae12387d97e84c9f749bf04f21c287dbcc439ac3c21a3af6267bfb7", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35877, - "estimated_input_tokens": 8970, - "estimated_eval_tokens": 18196 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35605, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not duplicate-heavy: the items are mostly unrelated Transformers bugs spanning config reloads, multimodal regressions, serving errors, and import/path issues. No soft pair looks like the same concrete underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set, covering a v5 initialization regression that is thematically closer to several other v5-era breakages than the narrower model-specific issues.", + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate set. None of the proposed soft edges look like the same underlying bug or change, so I rejected all pairings.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems (generation, loading, multimodal, configs, backend/import, docs, etc.) and do not share a concrete root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue for the cluster because it is high-level and captures the general v5 custom-initialization regression pattern.", + "best_issue_reason": "No best issue for duplicate consolidation; the cluster is not a near-duplicate group. If forced to choose a representative, it would still be arbitrary because the reports are semantically unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Both concern config-related behavior, but one is a general custom-model init regression and the other is GPTNeoX rotary_pct not persisting on reload; different bug paths." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and quantized save/load breakage are separate model state/config issues with different failure modes." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only finetuning." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer GPU broadcast TypeError and output embedding reinitialization after resizing embeddings are distinct training/model-init bugs." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to an undefined tensorflow_text backend mapping entry." - }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "One is a TensorFlow/tensorboard backend installation issue; the other is a missing import-utils availability helper." + "reason": "Different backend/import problems: TensorFlow backend detection vs a missing Falcon/Mamba availability helper." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty transcription after align_special_tokens are different subsystems and symptoms." + "reason": "Unrelated config key regression vs backend mapping error; no shared code path." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field handling in Beit semantic segmentation is unrelated to custom module loading after save_pretrained/from_pretrained." + "reason": "Different loading failures: legacy field in BEiT preset vs custom-module mismatch after save/load." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and a missing _tokenizer attribute in Gemma4Processor are separate crashes." + "reason": "Generation kwargs sync issue vs metric gathering truncation; distinct APIs and failures." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "A stale warning in paged generate and Whisper failing on empty transcription are not the same bug." + "reason": "PatchTSTMixer post-init policy vs v5 non-persistent buffer initialization; separate bugs." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated model config issues." + "reason": "Cache missing in generation mixin vs recurrent state reset with cache; not the same failure." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A janus image-generation test failure and Qwen3.5 flash-attention generation problems do not share the same concrete code path." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and missing load-balancing loss when output_router_logits=False affect different model components." + "reason": "CLIP hidden_states regression vs router-logit load balancing loss; unrelated model behaviors." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reload are unrelated v5 behavior regressions." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation failure." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and a tied-weights warning wiring dt_bias are different model-specific issues." + "reason": "Buffer initialization junk vs GPTNeoX config reload of rotary_pct; different root causes." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading a specific multimodal model checkpoint are different failures." + "reason": "Dataset-loading script issue vs model loading mismatch for Phi-4 multimodal." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image generation test failure and removed Sam3LiteText auto-mapping references are unrelated CI/model issues." + "reason": "Janus test failure vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "The v5.3.0 video-input regression and serve KV-cache continuation crash involve different code paths and symptoms." + "reason": "Video regression in Qwen VL models vs serve KV-cache continuation indexing crash." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing/IndentationError in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 import/torch.jit parsing issue vs flash-attention AttributeError on s_aux=None." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a generation correctness bug, not a stale warning issue." + "reason": "Docs still mention pipeline after removals vs a model producing bad outputs with AutoModel/pipeline; not the same bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical results via AutoModel/pipeline are not the same bug." + "reason": "Auto device-mapping cuda assert vs category-count limit error; no overlap in cause." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer question vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Exception handling in tensor conversion vs StaticCache return type contract; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and wrong vision_position_ids for Qwen2.5-VL video inputs are both multimodal, but they are distinct defects." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model-loading logic." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash import warning on local model loading are unrelated issues." + "reason": "Embedding reinit after resize vs slash-suffixed local path import warning; no shared code path." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and the 2^24 category limit runtime error are different failures with no shared code path." + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 import parsing error." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are separate vision-model problems." + "reason": "Non-persistent buffers junk vs config value resetting on reload; unrelated regressions." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Bare except swallowing KeyboardInterrupt in FuyuBatchFeature and StaticCache.get_seq_length returning a tensor instead of int are unrelated utilities bugs." + "reason": "Python version support claim vs a DebertaV2 import parsing failure; not the same issue." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Remote-code cache-path collision vs missing import_utils helper; different modules." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs local dataset loading script failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs serve-side KV cache indexing crash." + }, + { + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "A missing import from image_utils and Qwen3.5-35B crashing with transformers chat are not the same underlying issue." + "reason": "Post-init allowance for patchtsmixer vs strict config loading for granite_speech; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant mask generation bug vs video position-id regression; both multimodal, but different concrete failures." } ] }, @@ -10053,71 +10092,64 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36246", + "issue:38175", "issue:38617", "issue:41628", - "issue:41950", - "issue:42175", + "issue:43065", "issue:43116", "issue:43295", "issue:43335", "issue:43404", "issue:43479", - "issue:43540", - "issue:43550", - "issue:43644", + "issue:43531", + "issue:43643", "issue:43650", - "issue:43976", - "issue:44016", - "issue:44077", + "issue:43854", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", - "issue:44279", "issue:44462", + "issue:44464", + "issue:44496", + "issue:44561", "issue:44683", "issue:44734", "issue:44737", - "issue:44855", - "issue:44877", - "issue:44913", + "issue:44933", "issue:44938", + "issue:44964", "issue:45003", "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45335", "issue:45357", + "issue:45362", "issue:45375", "issue:45446", "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632", "issue:45803", "issue:45907", "issue:46082", - "issue:46121", - "issue:46234" + "issue:46121" ], "soft_pairs": [ - "issue:43335|issue:44855", - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:45632|issue:46234", - "issue:44077|issue:44877", - "issue:43540|issue:44734", "issue:44462|issue:45907", "issue:45127|issue:45357", "issue:43335|issue:44190", @@ -10127,215 +10159,243 @@ "issue:45276|issue:45584", "issue:46082|issue:46121", "issue:43295|issue:45276", - "issue:44938|issue:45542", "issue:43479|issue:45375", - "issue:36246|issue:41628", + "issue:44938|issue:45542", "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:36246|issue:41628", "issue:43650|issue:44220", - "issue:44246|issue:45003", - "issue:42175|issue:44279", "issue:44186|issue:44734", - "issue:41950|issue:44016", - "issue:36246|issue:38617", + "issue:44246|issue:45003", "issue:43404|issue:45216", - "issue:44683|issue:45446" - ], - "prepared_review_unit_hash": "4163662f1e8ab26bd89da62b6c26aac57c5456c9062faf35b0aca7e4185d0683", - "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36201, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "issue:44683|issue:45446", + "issue:44933|issue:45362", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "6dd7aa6ed4b4db6dc3d33549cbc9911186988da33cfb52950cf4f76b40990ff9", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose semantic cluster of many unrelated Transformers bug reports. The only coherent mini-cluster is import/export regressions, but the soft pairs are still not true duplicates, so I reject all soft edges. issue:36246 is the best representative of the import-error subcluster.", - "confidence": 0.67, - "canonical_issue_reason": "issue:36246 is the clearest hub for the small import/export regression subcluster: it is a concrete missing-symbol import failure and is the closest match to multiple other import-error reports.", + "summary": "This cluster is very heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, generation bugs, config issues, and CI failures. I would not merge any of the candidate pairs as duplicates. As a standalone representative, issue 36246 is the clearest, most self-contained bug report in the set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 36246 is the most concrete and self-contained report: a specific ImportError with an explicit missing symbol and module path, making it a clean representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36246 is the most representative issue in this set because it is specific, user-visible, and the strongest center of the import-related soft-similarity group.", + "best_issue_reason": "Issue 36246 is the strongest standalone issue here because it states a precise failure mode and affected import path; the other items are too diverse to serve as a better global representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Different failures: a SwitchTransformers config bug versus a Python 3.13 import/parsing error in DebertaV2." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Both are model/config regressions, but they affect different code paths and different symptoms." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Python-version compatibility failure is unrelated to the DebertaV2 indentation/parsing import error." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to a local dataset loading problem in an example script." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import-utils symbol." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Both involve configs, but one is about post_init allowance and the other about strict loading of granite_speech; not the same bug." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in transformers serve." - }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer selection from repo and list_repo_files revision forwarding are different API bugs." + "reason": "One is an AutoTokenizer repository-loading bug; the other is a list_repo_files revision-forwarding issue. Different code paths and symptoms." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen-family saving/training behavior, but they are distinct bugs with different failure modes." + "reason": "Both mention weight/save behavior, but they affect different Qwen-related models and different failure modes (LoRA merge collapse vs wrong visual encoder keys)." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Config creation bug versus image-classification dataset loading; no shared underlying defect." + "reason": "Unrelated problems: SwitchTransformers config creation versus an example script failing to load a local dataset." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement in XLNet and a bare-except in FuyuBatchFeature are unrelated." + "reason": "XLNet device placement bug and a bare-except bug in Fuyu tensor conversion are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI breakages, but caused by different test/code issues in different modules." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is broken auto_mappings references to removed configs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to dataset loading with no-trainer image classification." + "reason": "Different example scripts and different failures; not the same underlying bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription failure are different model-specific issues." + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation are unrelated code paths." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-param JSON list handling are distinct config-validation bugs." + "reason": "A LlamaConfig validation issue and a rope-parameter JSON list TypeError are distinct configuration bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resizing." + "reason": "Processor/tokenizer regression versus token embedding resize behavior; no shared concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they involve different models and different missing/default-handling behavior." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different environment issues." + "reason": "Python 3.14 import failure is unrelated to the tensorboard-without-TensorFlow backend error." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both are config-related, but one is default-init handling and the other is strict field preservation; not duplicates." + "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules, so they are not the same bug." + "reason": "Both touch generation, but one is inconsistent outputs with compiled forward and the other is a stale warning in paged generate." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Category-count runtime limit and Whisper empty transcription are unrelated." + "reason": "Both are import errors, but they are for different symbols and different API surfaces; not the same missing-export bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The issue text is too generic for duplication, and the audio feature bug is unrelated to the placeholder issue." + "reason": "Placeholder 'ADD THE DATA' is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to KV-cache continuation tensor indexing in serve." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are different import-path problems." + "reason": "Import slowdowns and unsafe sys.modules access may both affect import time, but they are not the same defect." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "TensorFlow missing from a torch install and a generic dependency issue are not the same underlying bug." + "reason": "Different models and different weight/save issues; no evidence of a shared underlying bug." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "NER/padding crashes in LayoutLMv2Tokenizer are unrelated to KV-cache continuation indexing." + "reason": "Both mention flex_attention and PyTorch versioning, but one is compiled flex_attention failure and the other is a version check for a specific import path." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An invalid import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Loading Phi-4 multimodal and broken Sam3LiteText auto-mapping references are different failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake and a model-load failure are not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; no shared code-path issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Video-classification pipeline misrouting and a notebook syntax error are unrelated." + "reason": "A stale warning in paged generate is not the same as Whisper generation failing after align_special_tokens." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are missing-import reports, but they target different symbols and different modules." + "reason": "Both are import errors, but they involve unrelated missing symbols in different modules." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Weight tying in Mistral3 and incorrect save_pretrained checkpoint content for Qwen3.5 are different bugs." + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "A v5.0 trust_remote_code regression from removed helpers is different from local-model cache path collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both mention flex_attention, but one is a torch-version compatibility failure and the other is an incorrect version guard for a different import path." + "reason": "Processor/tokenizer regression and t5gemma embedding resize not propagating are different bugs." } ] }, @@ -10351,303 +10411,303 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:32090", + "issue:35141", "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", "issue:42907", - "issue:43065", "issue:43295", "issue:43299", "issue:43381", + "issue:43388", "issue:43441", "issue:43479", "issue:43525", "issue:43526", - "issue:43531", - "issue:43643", + "issue:43577", "issue:43650", "issue:43673", + "issue:43688", "issue:43824", - "issue:43854", "issue:43901", - "issue:43976", "issue:44016", - "issue:44062", "issue:44075", - "issue:44112", "issue:44220", "issue:44242", "issue:44279", "issue:44336", "issue:44368", "issue:44496", - "issue:44521", - "issue:44561", - "issue:44734", + "issue:44617", + "issue:44779", "issue:44933", - "issue:44964", - "issue:44987", + "issue:45020", "issue:45042", "issue:45200", "issue:45216", - "issue:45325", "issue:45335", + "issue:45357", "issue:45372", + "issue:45405", "issue:45584", "issue:45588", "issue:45593", - "issue:45600", - "issue:45632", "issue:45759", + "issue:45812", + "issue:45823", "issue:46209", "issue:46234" ], "soft_pairs": [ - "issue:38175|issue:43065", - "issue:44016|issue:44220", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:43854|issue:44964", - "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:43976|issue:44987", - "issue:43531|issue:45600", - "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:43526|issue:43901", "issue:43673|issue:44336", - "issue:45372|issue:46234", + "issue:41950|issue:44016", "issue:44496|issue:45042", "issue:43441|issue:45588", - "issue:44016|issue:44062", + "issue:43388|issue:43688", + "issue:42175|issue:44279", "issue:44075|issue:44368", - "issue:43824|issue:44933", - "issue:43381|issue:45593", "issue:43299|issue:45216", + "issue:44016|issue:44220", + "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:43650|issue:46209", - "issue:43976|issue:44279", - "issue:44496|issue:45759", "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:32090|issue:35141", "issue:43479|issue:43525", "issue:44242|issue:45200", - "issue:44521|issue:45325" + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:43824|issue:44933", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43295|issue:44779", + "issue:39692|issue:43901" ], - "prepared_review_unit_hash": "83f7ecd3c6c4210cd6ed460e1801a3e4739d218c94e53aa185b912780ece55fe", + "prepared_review_unit_hash": "955f3d9a744a02fd63625e2a3088be3303b4236f47a6ff3c11a0f4ac752a25d5", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair suggestions are mostly false positives: they span different models, subsystems, and failure modes. I would not merge any of these pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues and regressions. None of the soft pairs looks like the same underlying bug or change, so all should be rejected as duplicate candidates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, regressions, docs problems, and model-specific failures across different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong global best issue; issue:41950 is the broadest open item, but it does not represent the cluster as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different bugs in unrelated models: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Different problems: saving dequantized Ministral/Devstral vs FlashAttention import failure for Ministral-3." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A notebook syntax error and an audio feature-extraction bug are unrelated." + "reason": "BEiTImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; unrelated code paths." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are config/loading problems, but they concern different failure modes and models; not the same code-path bug." + "reason": "GenerationMixin cache missing during chunked prefill vs ANSI codes in loading_report; unrelated issues." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Phi-4 multimodal loading failure vs stale Sam3LiteText references in auto_mappings/CI; different issues." + "reason": "Video-classification pipeline processor lookup vs notebook syntax error; not the same bug." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "Unrecognized model/config loading failure vs PIL backend requiring torchvision; different failure modes." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Different model-specific load failures (GLM-4.7-Flash vs Phi-4 multimodal), not one underlying bug." + "reason": "Ministral-3 FlashAttention import error vs sink-less flash_attention AttributeError on s_aux=None; different code paths." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + "reason": "Metric label truncation vs auxiliary loss normalization; distinct training/evaluation bugs." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is a different regression from cache-path collisions." + "reason": "Missing TensorFlow in torch install extra vs generic dependency issue; not the same concrete problem." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Python-version compatibility issue vs a specific model-loading failure; no shared concrete bug." + "reason": "SGD arguments ignored vs tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI references are unrelated." + "reason": "Qwen3VL Moe model loading regression vs Qwen3.5 save_pretrained checkpoint regression; different operations and paths." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; different code paths." + "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is distinct from FlashAttention failures in Ministral-3." + "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary losses disabled when denoising off; different bugs." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." + "reason": "Docs mention return_all_scores vs unrecognized model/config loading error; unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Generation cache handling and ANSI color output in loading_report are unrelated." + "reason": "Placeholder/data request issue vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Different missing-import regressions in different utilities and model families." + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty transcription failure after align_special_tokens; different models and code paths." }, { "left": "issue:44496", - "right": "issue:45042", + "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to PIL image processors requiring torchvision." + "reason": "Unrecognized model config vs AutoModelForCausalLM not unwrapping text_config for multimodal Qwen; related broadly to loading, but not the same bug." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is a specific s_aux=None AttributeError in sink-less models; not enough evidence of the same bug." + "reason": "Gemma 4 processor import regression from mistral_common vs missing import_utils symbol; unrelated import issues." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument conflict are unrelated." + "reason": "Trainer _gpu_broadcast_one NoneType error vs embedding reinit after resize_token_embeddings; unrelated model/training behaviors." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "SGD argument handling and a tied-embeddings warning are different issues." + "reason": "Phi4MultimodalConfig default subconfigs on None vs Llama4Config missing pad_token_id; different config bugs." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is not the same as a removed image_utils export." + "reason": "Missing load balancing loss when output_router_logits=False vs Gemma 4 mm_token_type_ids defaulting; distinct model issues." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 vs Sam3Video CUDA OOM; unrelated symptoms and components." }, { - "left": "issue:43299", + "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint regression are distinct bugs." + "reason": "Blip2 dtype stays float32 vs Qwen3.5 save_pretrained regression; different code paths." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A pipeline docs/behavior mismatch does not match an unrecognized-model loading failure." + "reason": "Qwen3VL loading failure vs Qwen3.5 visual encoder key regression in save_pretrained; different regressions." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A placeholder issue title is unrelated to FP8 inference failing on B200." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs nonexistent image_utils import; both import issues but unrelated symbols/modules." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Python-version support issue vs generic dependency issue; not the same root cause." + "reason": "Video-classification pipeline processor lookup vs remote_code model breakage in recent versions; not the same issue." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Unrecognized model config vs failure to unwrap text_config in composite multimodal configs are different loading problems." + "reason": "Generic dependency issue vs unreleased MIN_PEFT_VERSION bump; unrelated dependency problems." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both are tokenizer bugs, but different models and code paths." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are unrelated." + "reason": "Video-classification pipeline processor lookup vs Gemma4 PLE device mismatch; unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False is a different bug from mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Processor/tokenizer API regression in v4.57.5 vs Deepseek tokenizer output regression in v5; not the same bug." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; unrelated documentation issues." } ] }, @@ -10663,289 +10723,308 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:33290", - "issue:38175", - "issue:39692", - "issue:41950", "issue:42994", "issue:43065", - "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", - "issue:43577", "issue:43650", "issue:43653", + "issue:43723", "issue:43854", "issue:43901", "issue:43976", + "issue:43994", "issue:44016", + "issue:44062", + "issue:44162", + "issue:44261", + "issue:44263", "issue:44279", - "issue:44291", "issue:44297", "issue:44351", + "issue:44361", "issue:44462", "issue:44466", + "issue:44521", "issue:44617", "issue:44623", + "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:44898", - "issue:45020", + "issue:44987", "issue:45081", - "issue:45216", "issue:45276", "issue:45278", - "issue:45357", + "issue:45325", "issue:45397", "issue:45405", "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712", - "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ - "issue:38175|issue:44617", - "issue:43577|issue:45216", - "issue:43299|issue:45357", - "issue:41950|issue:45020", - "issue:44279|issue:45405", - "issue:41950|issue:45823", - "issue:44779|issue:45812", - "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:44351|issue:45278", + "issue:44016|issue:44062", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:43299|issue:43854", "issue:43650|issue:46132", + "issue:43976|issue:44987", "issue:44462|issue:45081", - "issue:43450|issue:44279", + "issue:43976|issue:44279", "issue:44297|issue:44462", + "issue:43450|issue:44279", "issue:45081|issue:45907", "issue:44466|issue:45276", - "issue:44016|issue:44291", + "issue:44521|issue:45325", "issue:43441|issue:45834", - "issue:42994|issue:43317", "issue:44623|issue:45397", - "issue:45600|issue:45712", + "issue:42994|issue:43317", "issue:43653|issue:45593", "issue:44623|issue:44749", - "issue:33290|issue:45656", - "issue:43065|issue:44898" + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:43450|issue:44617" ], - "prepared_review_unit_hash": "70ee55981bd3cb48ca4d4b9128ac3c0151749d7a1c9039c0a718e2b9ae49e93f", + "prepared_review_unit_hash": "4f55040972b5c432da06c0b994bf4278787adfa122f42fc748621614877a01a5", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36005, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired issues cover unrelated bugs across tokenizers, model loading/saving, processors, docs, deepspeed, and quantization. I do not see any pair that is clearly the same underlying defect or change, so none of the soft edges should be merged.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "All soft edges are rejected; the items share broad subsystem labels but not the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is safe: the cluster mixes unrelated bug reports across tokenizers, model loading, serialization, CI, and docs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to keep one, issue 43723 is the broadest user-facing tokenizer-loading regression and the closest representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Distinct regressions: BLIP2 dtype persistence vs Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained visual-encoder key serialization." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification processor selection bug is unrelated to remote_code model breakages." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Too vague on the left and a specific PEFT version bump on the right; no clear same bug." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Different bugs in different subsystems: video pipeline processor lookup vs Gemma4 device-mismatch during forward." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but model-specific DeepSeek wrong tokens and Granite wrong token IDs are not the same concrete defect." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are separate issues." - }, - { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example with errors and the other is a pipeline API documentation mismatch." + "reason": "Both are import-related, but 44351 is a missing HybridCache import and 45278 is a broad post-upgrade import breakage; not the same bug." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both mention import failures, but the specific missing HybridCache symbol does not match the broader upgrade breakage." + "reason": "Notebook syntax error vs. AddedToken TypeError; unrelated failures." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Completely unrelated: torch flex_attention compilation vs TensorBoard/TensorFlow backend installation issue." + "reason": "Compiled flex_attention regression vs. TensorFlow backend initialization issue; different code paths." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and PEFT version pinning are unrelated." + "reason": "Python compatibility problem vs. unreleased PEFT dependency bump; unrelated." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7-Flash test loading." + "reason": "Different model-loading failures with different models and likely different root causes." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Generic filler issue vs AttentionInterface.register behavior change; no shared code-path defect." + "reason": "No shared bug; one is a vague data request, the other is an AttentionInterface behavior change." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version/Python compatibility vs. a specific model-loading regression; not the same issue." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer access." + "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other crashes in Mistral regex patching." }, { - "left": "issue:43450", + "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to the generic dependency issue." + "reason": "Generic environment/version issue vs. an unspecified dependency problem; too broad and different." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is a different bug from AutoTokenizer ignoring tokenizer.json at load time." + "reason": "Tokenizer save metadata mismatch vs. AutoTokenizer ignoring tokenizer.json; related area, different bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs. generic dependency issue; unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are separate code paths." + "reason": "Tokenizer regex crash vs. list_repo_files revision forwarding; different subsystems." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "One is device-dependent lm_head serialization, the other is resize_token_embeddings not updating Gemma4 embeddings." + "reason": "Serialization of tied weights vs. resize_token_embeddings not propagating; both Gemma4-related but not the same defect." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Multimodal assistant masks bug vs. Qwen2.5-VL temporal position scaling bug; different logic." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long-ocr index error in Kosmos2.5 are different bugs." + "reason": "Model-specific FlashAttention failure vs. OCR long-input index error; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files vs. Gemma-4 Zero3 loading; different failure modes." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized offload loading failure are different failure modes." + "reason": "Quantized model saving failure vs. dequantized offload loading failure; same broad area, different concrete problem." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary loss behavior; unrelated." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files is not the same issue as Gemma-4 zero3 from_pretrained." + "reason": "Processor save_pretrained files issue vs. performance regression after upgrade; not duplicates." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo hygiene issues, but they touch different files and problems." + "reason": "Different cleanup/CI issues touching different stale references." }, { - "left": "issue:43653", + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. Perceiver resolution handling bug; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: missing rms_norm_eps vs. torch.split return handling." + }, + { + "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer AttributeError on tasks vs. D-FINE auxiliary-loss bug; unrelated." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Missing processor save files and slower filtering after upgrading Transformers are unrelated." + "reason": "Notebook syntax error vs. Gemma4 device mismatch during forward; unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Deepspeed + Adafactor OOM and optimizer.step being called twice are not the same concrete bug." + "reason": "CamemBERT masked-LM prediction regression vs. Deepseek tokenizer regression; both v5 issues but different bugs." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression vs. ESM2 model breakage; too different to merge as duplicates." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure in one model vs. compiled flex_attention failure on newer torch; different implementations and causes." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch vs. incorrect model/pipeline outputs; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata issue vs. Zero3 from_pretrained issue; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Repeated multimodal-vs-video similarity only; still different underlying bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver image-classification resolution handling." + "reason": "Video processor batching shape bug vs. Sam3Video OOM; no shared root cause." } ] }, @@ -10961,288 +11040,303 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", "issue:41628", "issue:41950", - "issue:42175", "issue:42491", + "issue:42757", + "issue:42886", "issue:43262", "issue:43299", - "issue:43441", - "issue:43450", + "issue:43352", "issue:43525", - "issue:43531", "issue:43643", "issue:43673", - "issue:43723", "issue:43761", "issue:43784", "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", - "issue:44261", - "issue:44263", + "issue:44291", "issue:44295", - "issue:44297", "issue:44336", - "issue:44361", + "issue:44351", "issue:44373", + "issue:44485", "issue:44496", "issue:44521", + "issue:44561", "issue:44589", - "issue:44617", - "issue:44671", - "issue:44683", + "issue:44749", "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45081", + "issue:45250", + "issue:45292", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593", - "issue:45823" + "issue:46132" ], "soft_pairs": [ - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44016|issue:45823", - "issue:44671|issue:44779", - "issue:42175|issue:43976", - "issue:43441|issue:44683", - "issue:43262|issue:44521", - "issue:43723|issue:44162", - "issue:43901|issue:43994", - "issue:43673|issue:43761", - "issue:44297|issue:45397", - "issue:43450|issue:44617", - "issue:43824|issue:43976", - "issue:43784|issue:45542", "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43525|issue:43643", + "issue:43784|issue:45542", "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:44016|issue:44291", "issue:41628|issue:43976", + "issue:43673|issue:43761", "issue:44589|issue:45362", "issue:44336|issue:44373", - "issue:45561|issue:45563", + "issue:16998|issue:22355", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:44246|issue:44496", "issue:44242|issue:45593", - "issue:43531|issue:45362", - "issue:41950|issue:44220" + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:41950|issue:44220", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "199848d52df288fccbd345f521a70152f6f552b2e1c116547d674b3edc09ec7b", + "prepared_review_unit_hash": "604fe36a2d677784f4d7a65e76149a50d284569c22c9eea2052468339c462dbd", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35158, - "estimated_input_tokens": 8790, - "estimated_eval_tokens": 17836 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regression reports across different model families and subsystems; none of the soft pairs look like true duplicates. No PRs are present in the set. The strongest single issue to represent the cluster is the open multimodal apply_chat_template bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44521 is the best representative here: it is open, detailed, reproducible, and has the most active cross-reference trail among the set.", + "summary": "This cluster is heterogeneous: the soft pairs are mostly only superficially similar by title, but they describe different bugs, models, flags, or even different artifact types (docs, performance, import errors, model-specific regressions). I would reject all soft edges and not choose a canonical duplicate within this set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable issue in this set because it has a concrete multimodal repro and ongoing discussion.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Different bugs: one is an MLA layernorm config precision issue, the other concerns torch.split return values in a GLM MoE indexer." - }, - { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Unrelated subsystems and symptoms: tokenizer AttributeError vs missing auxiliary losses in D-FINE." + "reason": "Both are model-loading failures, but they involve different models and different failure points; not the same underlying bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are different problems." + "reason": "One is a documentation mismatch, the other is a startup/import performance report; unrelated issues." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both are model-quality regressions, but they affect different models and code paths: CamemBERT MLM vs Deepseek tokenizer." + "reason": "Both mention config-related loading problems, but one is a missing pad token field and the other is trust_remote_code losing fields; different code paths." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Package/backend install issue versus Python-version compatibility regression; not the same bug." + "reason": "Both are import-time failures involving missing symbols, but they stem from different optional dependencies and different modules." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "FlashAttention failure in a specific model is separate from compiled flex_attention failing on newer torch." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI formatting in loading_report." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is an assistant mask bug for multimodal inputs." + "reason": "Both touch chat templates for multimodal/audio flows, but one is a sampling-rate default bug and the other is zero assistant masks; different defects." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different loading failures for different model families and APIs; not one underlying tokenizer issue." + "reason": "A notebook syntax error and an init_empty_weights TypeError are completely different problems." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Docs mismatch for a pipeline argument is not the same as incorrect model outputs in SigLIP2." + "reason": "These are unrelated: an AutoImageProcessor import error versus a Python-version compatibility regression." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "One is cache handling during chunked prefill, the other is CLIPVision hidden_states behavior; different code paths." + "reason": "One is a cache object missing during chunked prefill, the other is CLIPVisionModel not returning hidden states; different models and symptoms." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 from_pretrained under ZeRO3." + "reason": "A float8 storage import error and a Qwen3.5 chat crash are unrelated failures." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Incorrect batched video processor shape is not the same as a CUDA OOM in Sam3Video." + "reason": "Loading-report ANSI codes and a wrong docstring for position_ids are different documentation/formatting issues." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Missing exported model class and Python version compatibility are unrelated issues." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Both mention missing backends/names, but one is a sentence-transformers import NameError and the other is an undefined tf backend installation issue." + "reason": "A position_ids buffer access bug and a gemma-4 zero3 from_pretrained issue are different loading/configuration problems." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A missing config attribute in Llama4 is not the same as GLM-4v loading failure." + "reason": "Both mention Qwen3 MoE, but one is a cross-version LoRA incompatibility and the other is a model-loading regression for Qwen3VL; not the same bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Pipeline docs text and slow import behavior are unrelated." + "reason": "Import slowdown is unrelated to an unrecognized-model/config.json error." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Missing pad_token_id on a config object is different from missing fields when using trust_remote_code in AutoConfig." + "reason": "Both concern missing losses under a flag, but they affect different models and different loss computations; not mergeable as one fix." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." + "reason": "ANSI code output and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:41628", + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to eos_token_id config inconsistency." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different preprocessing paths." + }, + { + "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor fails for a different reason than the Python-version regression." + "reason": "A missing Qwen2_5_VL export and a Python version incompatibility are unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "A storage-type lookup error is a different failure mode from Qwen3.5 chat crashes." + "reason": "Both are version-sensitive regressions, but one is a Python support issue and the other is a specific multimodal model load failure." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Console ANSI formatting and a wrong docstring for position_ids are not the same bug." + "reason": "Both are import errors, but they concern different packages and symbols with different causes." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export/import issues." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Position_ids buffer handling and Gemma-4 zero3 loading are distinct failures." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both involve Qwen3 MoE models, but one is LoRA compatibility across versions and the other is a model-loading regression in v5." + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different subsystems." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Slow import performance is unrelated to unrecognized model config errors." + "reason": "A position_ids buffer error is unrelated to the reported slowdown after upgrading transformers." }, { "left": "issue:44242", - "right": "issue:45593", + "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss and D-FINE auxiliary losses are different loss-path bugs in different models." + "reason": "An auxiliary-loss omission and a float16 AMP CUDA crash are different bugs." }, { - "left": "issue:43531", + "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "A sliding_window issue in Qwen3-MoE is not the same as Qwen3.5 chat crashing." + "reason": "A Mistral tokenizer regex patch crash and a Qwen3.5 chat crash are unrelated." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing generation cache in chunked prefill is unrelated to the removal of is_torch_fx_available." + }, + { + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Video-classification processor lookup and fbank feature extraction are separate audio/video pipeline issues." + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." } ] }, @@ -11258,78 +11352,67 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36246", - "issue:42757", - "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", - "issue:43352", "issue:43408", "issue:43475", "issue:43526", "issue:43540", "issue:43596", - "issue:43673", + "issue:43653", "issue:43901", + "issue:43931", "issue:44162", - "issue:44242", "issue:44246", - "issue:44295", "issue:44336", - "issue:44351", - "issue:44485", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", "issue:44496", - "issue:44561", - "issue:44749", - "issue:44779", - "issue:44857", - "issue:44871", "issue:44877", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45250", "issue:45292", + "issue:45335", "issue:45375", + "issue:45397", "issue:45412", "issue:45459", "issue:45561", + "issue:45563", "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", "issue:45701", "issue:45759", "issue:45987", "issue:46082", "issue:46123", - "issue:46132" + "issue:46170", + "issue:46202" ], "soft_pairs": [ - "issue:43526|issue:45003", - "issue:42886|issue:46132", - "issue:44336|issue:44485", - "issue:44246|issue:44871", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:45003|issue:45561", - "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:36246|issue:43596", - "issue:44242|issue:44857", - "issue:43673|issue:44561", - "issue:43352|issue:45250", "issue:44162|issue:45200", "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:36246|issue:43596", "issue:44496|issue:45003", "issue:45412|issue:46123", "issue:43262|issue:44246", @@ -11337,216 +11420,234 @@ "issue:43257|issue:45137", "issue:45292|issue:45701", "issue:45375|issue:45759", - "issue:43232|issue:44336", "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45561|issue:45563", "issue:44987|issue:45459", "issue:43065|issue:43408", "issue:44995|issue:45200", + "issue:45987|issue:46082", "issue:43475|issue:43540", - "issue:45987|issue:46082" + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368" ], - "prepared_review_unit_hash": "9c50f6ebf8290cd6219c885203dcd517ff57d6c0f3fe9c6334b28c044f21f891", + "prepared_review_unit_hash": "fc0e5cc608f997c48b8ff986734e2c03d76151deaa6743e8377eae248e92452f", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35809, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 30, + "serialized_chars": 36323, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are all false positives: they share superficial keywords or broad subsystem overlap, but not the same concrete bug/change. No PRs are present, and the issue set is heterogeneous rather than one duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated regressions, import errors, config mismatches, and performance/docs issues.", + "summary": "All proposed soft edges look like false positives. The items span unrelated bugs across models, configs, generation, tokenization, DeepSpeed, docs, and CI, so there is no shared underlying duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and none of the soft pairs describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the broadest internal code-path bug in the set and the closest thing to a representative anchor, but it is not a true duplicate hub.", + "best_issue_reason": "No clear global best issue for dedupe; each item is a separate report, so choosing one representative would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Different subsystems and symptoms: Beit image processor label handling vs unsafe sys.modules access." + "reason": "Different models and failures: ESM2 breakage vs Gemma 4 text-only mm_token_type_ids defaulting." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + "reason": "Docs mismatch vs core import/runtime bug; no shared code-path defect." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "ANSI output in loading_report has nothing to do with GLM-5 RoPE implementation." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Import latency and Gemma eos_token_id inconsistency are different bugs." + "reason": "Qwen2.5-VL import error and BertModel ZeRO3 index error are distinct problems." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Different missing imports in different modules; not the same underlying failure." + "reason": "Unrecognized model config and unsafe sys.modules access are different loading issues." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Qwen2.5 VL image processor import error is unrelated to missing HybridCache export." + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch bug are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "sys.modules access bug and pytest-xdist file race are separate code paths." + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + "reason": "resize_token_embeddings/output_embeddings mismatch is not the same as Whisper empty-transcription failure." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Buffer/position_ids error vs data-filtering slowdown are unrelated." + "reason": "Qwen3 MOE weight conversion and ZeRO3 empty-deque crash are different failure modes." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "ImportError on Qwen2.5 VL is unrelated to DeepSpeed ZeRO3 BertModel index failure." + "reason": "Embedding resize bug and tokenization changes are not the same defect." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Missing load-balancing loss and AMP image-loss crash are different model behaviors." + "reason": "Missing deepstack_visual_indexes and text_config unwrapping are distinct Qwen multimodal config issues." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Chunked-prefill cache missing and removed is_torch_fx_available breaking trust_remote_code are unrelated regressions." + "reason": "Granite speech strict-config rejection is unrelated to Qwen3.5 MoeVision field loss." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Specific Nemotron FA2 support error is not the same as a generic Flash Attention 2.0 issue." + "reason": "Generation kwargs update after sync_gpus and ANSI logging output are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + "reason": "pytest-xdist file race and stale generate warning are different testing/generation bugs." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Pipeline docs mismatch has no overlap with unsafe sys.modules access." + "reason": "Model load failure and tokenizer protobuf exception handling are unrelated." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access." + "reason": "SAM3 dummy Conv2d and sam3_video/sam3_tracker warning mismatch are not the same bug." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different problems." + "reason": "GlmMoeDsa stale cache and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to import slowness." + "reason": "StaticCache return type bug and LlamaConfig head_dim validation are different issues." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are different code paths." + "reason": "Missing fpn_position_embeddings in SAM3 video encoder output and Qwen3OmniMoe video ValueError are distinct." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are not the same bug." + "reason": "lm_head serialization inconsistency and t5gemma embedding resize propagation are different tied-weight bugs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are distinct issues." + "reason": "gemma-4 ZeRO3 loading and double optimizer.step with deepspeed are separate DeepSpeed issues." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Missing strict-config field and text_config unwrapping for composite Qwen configs are different failures." + "reason": "Video regression in Qwen variants and Windows ROCm torch.distributed dependency are unrelated." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI escape codes in loading_report." + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different API/model bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both involve config validation, but they target different models and missing fields." + "reason": "Empty-deque ZeRO3 crash and stale Sam3LiteText auto_mappings references are unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Model loading failure and protobuf-related tokenizer error masking are separate bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "SAM3 pixel decoder dummy conv2d and sam3_video vs sam3_tracker warning are different model issues." + "reason": "GlmMoeDsa cache issue and flash_attention s_aux=None crash are different code paths." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Stale indexer cache crash is unrelated to Gemma 4 token-type defaults." + "reason": "Tie-word-embeddings warning and flash-attention generation failure are not the same defect." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are not the same failure." + "reason": "Qwen3.5 tie_word_embeddings warning and stale num_return_sequences warning are unrelated." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech strict-config loading and Windows ROCm import/type error are different failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warning are distinct issues." } ] }, @@ -11562,27 +11663,29 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", "issue:42886", "issue:42994", - "issue:43065", "issue:43232", "issue:43475", "issue:43482", + "issue:43525", "issue:43643", "issue:43646", - "issue:43653", "issue:43673", "issue:43701", "issue:43827", - "issue:43931", "issue:44038", "issue:44060", "issue:44077", @@ -11590,296 +11693,275 @@ "issue:44188", "issue:44297", "issue:44361", - "issue:44368", - "issue:44466", - "issue:44479", - "issue:44483", "issue:44623", + "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44871", - "issue:44877", - "issue:44977", - "issue:44995", - "issue:45137", + "issue:44933", + "issue:45003", + "issue:45092", "issue:45229", "issue:45230", - "issue:45335", + "issue:45310", "issue:45356", + "issue:45375", "issue:45381", "issue:45397", - "issue:45563", + "issue:45478", + "issue:45561", "issue:45584", - "issue:45588", - "issue:45600", "issue:45656", + "issue:46077", "issue:46123", "issue:46132", "issue:46170", "issue:46202" ], "soft_pairs": [ - "issue:44479|issue:46170", - "issue:44466|issue:45335", - "issue:45397|issue:45656", + "issue:43673|issue:44734", "issue:42886|issue:45229", - "issue:44483|issue:46202", - "issue:45137|issue:45600", "issue:44060|issue:44077", - "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:44188|issue:46202", - "issue:44368|issue:45563", - "issue:44877|issue:46170", - "issue:43931|issue:44368", - "issue:43673|issue:44734", + "issue:45003|issue:45561", "issue:45584|issue:46170", - "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44869|issue:45356", - "issue:43232|issue:43673", "issue:43646|issue:44162", - "issue:44749|issue:45656", "issue:44623|issue:45656", + "issue:44749|issue:45656", "issue:43701|issue:44749", "issue:43673|issue:43827", "issue:44871|issue:46132", + "issue:44188|issue:46202", "issue:45230|issue:45397", - "issue:42994|issue:43482", "issue:44038|issue:44623", "issue:43475|issue:45381", - "issue:43475|issue:43643" + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "204ad39764be03a2e0143df14ef0961f452be68b4073254ebe24f186ce3b822b", + "prepared_review_unit_hash": "b66be63b45e209a5a2d52419d0bd8a1588d6b8fd61b724cb98f402c86ca7430f", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37210, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer, generation, multimodal, DeepSpeed/ZeRO, save_pretrained, docs, and model-specific regressions are all mixed together. None of the soft pairs look like the same underlying bug/change, so I reject all proposed merges.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in the set: it has by far the most discussion activity and a clear high-impact, concrete failure mode (Gemma4 multi-GPU CUDA OOM).", + "summary": "Most candidate edges are false positives: they share Transformers/model-loading vocabulary but describe different bugs. The only likely duplicate is the Qwen3.5-Moe from_pretrained regression pair.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the only likely duplicate pair, explicitly identifying the missing `deepstack_visual_indexes` field that likely drives the broader Qwen3.5-Moe from_pretrained failure reported in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best overall representative because it is the most actively discussed and most clearly actionable report among otherwise unrelated issues.", + "best_issue_reason": "issue:45375 is the best representative issue here because it is concrete, actionable, and narrows the failure to a specific config field rather than the broader symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Video-input regression for Qwen models and a Windows/ROCm import dependency error are unrelated failures." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both mention tied weights/embedding behavior, but one is a device-dependent serialization bug and the other is resize_token_embeddings not propagating to decoder.embed_tokens." - }, - { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained failure is not the same bug as optimizer.step being called twice under deepspeed." + "reason": "Both are generation/runtime bugs, but one is chunked prefill cache plumbing and the other is /v1/responses KV-cache indexing; different code paths." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "HF_HUB_OFFLINE cache loading and Gemma4 multi-GPU OOM are completely different code paths." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "OpenAI chat-completions request validation and Gemma pipeline token roundtrip failure are unrelated." + "reason": "Different models and bugs: tied-weights warning vs optional post_init policy change." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ZeRO3 deque IndexError and stale Sam3LiteText references in auto_mappings.py are different problems." + "reason": "`sys.modules[]` access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated model/config issues." + "reason": "Whisper empty-transcription generation and Windows/ROCm torch.distributed import issues do not share the same code path." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." + "reason": "Both involve save_pretrained, but one is tokenizer class metadata and the other is missing processor files; different artifacts and root causes." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Stale indexer cache on second forward pass and flash_attention s_aux=None AttributeError are different failure modes." + "reason": "MLukeTokenizer task AttributeError is unrelated to the reported throughput regression after upgrading Transformers." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "A tied-embeddings warning is not the same as a flash-attention generation correctness bug." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are separate model-specific tokenizer bugs." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma tokenizer roundtrip failure do not share the same root cause." + "reason": "Both are broad breakages, but one is custom model initialization in v5 and the other is ESM2-specific breakage; not the same bug." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "A tied-weights warning and a stale num_return_sequences warning are unrelated." + "reason": "Missing processor save files and double optimizer step under deepspeed are unrelated." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Strict granite_speech config loading and Windows/ROCm import failures are unrelated." + "reason": "Chinese filtering slowdown after upgrade is not the same as the deepspeed double-step optimizer bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning." + "reason": "Checkpoint resume key mismatch and filtering slowdown are different failure modes." }, { "left": "issue:43673", - "right": "issue:44734", + "right": "issue:43827", "accept": false, - "reason": "Both involve generation cache, but one is missing cache during chunked_prefill and the other is wrong tensor indexing in serve continuation." + "reason": "Generation cache missing in v5 and docs still referencing removed pipelines are unrelated." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Whisper empty-transcription generation and a torch.distributed import/type error are unrelated." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are different subsystems and bugs." + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are different bugs." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are different serialization issues." + "reason": "Generic bug report versus Gemma-4 zero3 from_pretrained failure; no shared concrete code path." }, { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." - }, - { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec handling regression are model-specific tokenizer bugs with different causes." + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Both are generation-related, but sync_gpus/_update_model_kwargs_for_generation and chunked_prefill cache absence are distinct paths." + "reason": "Different vision/video model bugs: missing fpn_position_embeddings vs wrong vision_position_ids." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are too generic and not the same underlying issue." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load problems." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Filtering slowdown after upgrading Transformers and double optimizer.step under deepspeed are unrelated." + "reason": "SAM3 video output attribute error and missing fields from trust_remote_code config loading are different issues." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Missing processor save_pretrained files is unrelated to optimizer.step being called twice." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Checkpoint resume key mismatch and inference slowdown are different failure modes." + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are different generation bugs." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Generation cache missing during chunked_prefill and docs still referencing pipeline() are unrelated." + "reason": "TF32 settings API warning is unrelated to remote-code checkpoints breaking under meta initialization." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate issues." + "reason": "Both are import-related, but they concern different symbols/modules and do not indicate the same missing export." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "A placeholder generic bug report does not match a specific Gemma-4 ZeRO3 from_pretrained failure." + "reason": "SAM3 video output shape/attribute bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42994", - "right": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." + "reason": "Quantized model saving and missing Llama4Config.pad_token_id are separate regressions." }, { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe/v5 compatibility and processor.save_pretrained missing files are unrelated." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both report the same Qwen3.5-Moe from_pretrained failure on Transformers 5.4.x; 45375 pinpoints the likely root cause in a missing config field." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and wrong vision_position_ids in qwen2.5-vl video input are different model bugs." + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline partial-batch dropping are unrelated pipeline bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "A missing attribute in SAM3 vision output is not the same as trust_remote_code AutoConfig field loss." + "reason": "Qwen3.5-Moe from_pretrained error and a specific missing config field report are related in theme, but the titles point to different concrete failures and versions; not enough to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is well supported by the matching Qwen3.5-Moe from_pretrained regression titles, and the other verdicts avoid overclaiming duplicates based on weak thematic similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11888,46 +11970,47 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:28282", + "issue:30333", "issue:30990", + "issue:33290", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", + "issue:43065", "issue:43232", + "issue:43278", "issue:43377", - "issue:43475", - "issue:43504", - "issue:43525", - "issue:43526", - "issue:43673", "issue:43704", + "issue:43723", + "issue:43784", "issue:43824", - "issue:43873", + "issue:43874", + "issue:43901", "issue:44038", "issue:44188", "issue:44222", "issue:44242", "issue:44351", + "issue:44373", "issue:44496", "issue:44568", - "issue:44661", + "issue:44623", + "issue:44779", "issue:44792", - "issue:44933", - "issue:44945", "issue:44964", "issue:45081", "issue:45092", @@ -11935,269 +12018,271 @@ "issue:45137", "issue:45200", "issue:45310", - "issue:45375", + "issue:45356", "issue:45406", - "issue:45478", "issue:45561", + "issue:45600", "issue:45712", - "issue:45753", - "issue:46077", + "issue:45812", "issue:46123", "issue:46202" ], "soft_pairs": [ - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:45406|issue:46202", - "issue:43475|issue:44661", - "issue:41628|issue:44933", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:46077|issue:46123", - "issue:45310|issue:45375", "issue:45081|issue:45103", - "issue:43873|issue:44945", - "issue:43232|issue:44188", - "issue:41628|issue:44351", + "issue:45406|issue:46202", "issue:42673|issue:43704", + "issue:41628|issue:44351", "issue:44964|issue:45137", - "issue:44945|issue:45753", - "issue:42994|issue:43824", "issue:44222|issue:45310", + "issue:42994|issue:43824", "issue:42831|issue:44222", - "issue:36010|issue:41628", "issue:44038|issue:45310", - "issue:43232|issue:44792", - "issue:43673|issue:44188", + "issue:36010|issue:41628", "issue:42175|issue:45712", "issue:44496|issue:45561", - "issue:43526|issue:45561", - "issue:43504|issue:45561", "issue:43377|issue:44242", - "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43232|issue:44792", "issue:42898|issue:44568", - "issue:42222|issue:45200" + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42222|issue:45200", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:45356" ], - "prepared_review_unit_hash": "49a8c2dccf839f939c0ab6f90b3b8d3f1812bee675b05fb2f05bcf68dae37bc9", + "prepared_review_unit_hash": "f4a7d879a3d3cd79a1d471c0423ffcacb9977cbf082020b0e5a3b7ea6aa46469", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports. The only clear duplicate-looking pair is the Qwen3.5 Moe from_pretrained failure (#45310 / #45478); everything else is similar only at the subsystem or model-family level, not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earlier, more complete report of the exact Qwen3.5 Moe from_pretrained error that also appears in issue:45478.", + "summary": "Mostly distinct issue reports. The Qwen3 VRAM-leak pair is only a strong near-match, not a deterministic duplicate, so it should be treated conservatively as related rather than identical.", + "confidence": 0.72, + "canonical_issue_reason": "#42673 is the better representative because it is the earlier and fuller Qwen3 VRAM-leak report; however, the packet does not support treating #43704 as an exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it anchors the only true duplicate pair and has the clearest, most specific bug description.", + "best_issue_reason": "#42673 is the strongest issue representative in the cluster because it has the most complete description of the shared Qwen3 VRAM-leak symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is a hang while loading Sentence Transformers; different failure modes." - }, - { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated problems." + "reason": "Both are AttributeError crashes, but they affect different code paths: tokenizer regex patching vs auto-docstring kwargs processing." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip on '\u2581' are different bugs." + "reason": "Both involve Gemma-related behavior, but one is a processor/_tokenizer crash and the other is a tokenizer roundtrip failure on a specific character." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:42673", + "right": "issue:43704", "accept": false, - "reason": "SAM 3 VisionEncoderOutput attribute error and add-new-model-like/tokenizer mapping logic are not the same code-path issue." + "reason": "These are very similar Qwen3 VRAM-leak reports, but the evidence is not strong enough to call them an exact duplicate under the packet's conservative signal." }, { "left": "issue:41628", - "right": "issue:44933", + "right": "issue:44351", "accept": false, - "reason": "Both involve imports, but they concern different missing symbols from different modules and likely different fixes." + "reason": "Both are import errors from transformers, but they concern different symbols and different breakages." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are distinct problems." + "reason": "Different failures: multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 Moe, but one is a missing config field in a vision config and the other is a from_pretrained loading error; not enough evidence they are the same bug." + "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is a from_pretrained loading error; not the same bug." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Bidirectional attention mask construction and partial-batch pipeline result dropping are unrelated." + "reason": "A quantized save failure and an import error for a Qwen VL class are unrelated." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a missing deepstack_visual_indexes field; different underlying defects." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated failures." + "reason": "Both are Qwen MoE-related, but one is a broad v5 compatibility report and the other is a specific from_pretrained error." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different issues." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "GenerationMixin cache handling after sync_gpus and attention kernel branching under torch.compile are separate generation/runtime bugs." + "reason": "Backend dependency packaging problem vs leftover dummy class cleanup; not the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both are import errors, but they affect different exported symbols and code paths." + "reason": "Unrecognized model/config error is unrelated to the pytest-xdist captured file race." }, { - "left": "issue:42673", - "right": "issue:43704", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "These are the same title, but the later issue is a repeated report rather than clear evidence of one shared underlying bug fix target from the available text." + "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model behavior." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Test-worker file race and stale auto_mappings references are different CI issues." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are different symptoms and code paths." + "reason": "Generation kwargs update bug vs a janus image-generation test failure; not the same issue." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is add_special_tokens/BOS-EOS handling." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 Moe from_pretrained error are different concrete bugs." + "reason": "Documentation mismatch for TextClassificationPipeline vs a pytest-xdist file race." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained MoE are separate FP8 issues." + "reason": "Sentence-transformers loading hang is unrelated to token embedding reinitialization during resize." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are both import problems, but not the same missing object or fix." + "reason": "Different model families and failures: vitpose breakage vs Gemma 4 token-type defaults." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Qwen3-VL-Moe on transformers 5.0 and Qwen3.5 Moe from_pretrained error are different release/model compatibility problems." + "reason": "Training/eval dtype regression is unrelated to the DeepSpeed deque error." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Generation keyword update behavior and janus image-generation test failure are not the same bug." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error are different code paths." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill and attention kernel divergence under torch.compile are different generation-path issues." + "reason": "Attention kernel divergence under torch.compile is unrelated to a position_ids docstring issue." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "TensorFlow missing from a torch-only install and leftover dummy PT objects leaking without torch are packaging/configuration issues, but not the same one." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline batch-finalization logic." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Unrecognized model/config issue and xdist race on captured_info.txt are unrelated." + "reason": "MLFlow status reporting failure and DeepSpeed adafactor OOM are different training issues." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and xdist race in testing utils are unrelated." + "reason": "Both touch generation/attention behavior, but one is generation kwarg syncing and the other is attention-kernel branching under compile." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Beit pretrained preset loading and xdist race are different code paths." + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "MIMI padding mask mismatch and MoE load balancing loss omission are different model bugs." + "reason": "Different import failures involving different symbols and model families." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "TensorFlow packaging and image_utils import/export are unrelated." + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." }, { "left": "issue:42898", - "right": "issue:44568", + "right": "issue:44779", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change and missing BOS/EOS insertion in a tokenizer are different tokenizer issues." + "reason": "Both are v5 tokenizer regressions, but the symptoms differ: cleanup_spaces vs DeepSeek tokenization correctness." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Different multimodal issues: missing image-patch method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regression/warnings, but Kimi-K2.5 codec handling is a distinct bug from clean_up_tokenization_spaces behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is not conservative enough for the packet. In particular, the Qwen3 pair (#42673 / #43704) is marked as an accepted duplicate in the analyst output, but the packet\u2019s `soft_pairs` lists `deterministic_accept: false` for that pair. So calling it an \"exact duplicate\" overstates the evidence. The rest of the pair rejections look cautious, but this one soft-edge verdict is too strong to accept." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -12207,330 +12292,317 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", - "issue:30990", - "issue:33290", "issue:34689", "issue:35141", "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", "issue:42831", "issue:42898", "issue:43122", - "issue:43278", + "issue:43232", "issue:43479", - "issue:43644", "issue:43723", - "issue:43784", - "issue:43824", - "issue:43874", + "issue:43873", "issue:43976", "issue:44016", "issue:44060", "issue:44075", "issue:44079", + "issue:44190", + "issue:44206", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", "issue:44448", - "issue:44568", "issue:44623", "issue:44734", - "issue:44779", "issue:44869", "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", "issue:45092", "issue:45103", "issue:45125", - "issue:45137", "issue:45245", "issue:45310", - "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45812", + "issue:45834", + "issue:46082", "issue:46132", "issue:46209", "issue:46231" ], "soft_pairs": [ - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:43278|issue:45137", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:43479|issue:44079", - "issue:30333|issue:33290", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:42898|issue:45356", "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", "issue:44295|issue:45656", - "issue:44060|issue:45125", "issue:42898|issue:44448", + "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:42175|issue:44933", "issue:44448|issue:46132", "issue:44222|issue:44297", "issue:44933|issue:45712", + "issue:43479|issue:44079", "issue:44297|issue:45656", - "issue:43479|issue:43644", + "issue:43976|issue:44933", "issue:44222|issue:44623", - "issue:30333|issue:34689", "issue:42831|issue:44623", - "issue:43122|issue:46209", + "issue:30333|issue:34689", "issue:45245|issue:46132", "issue:30333|issue:36331", + "issue:43479|issue:44869", "issue:30333|issue:35141", "issue:28282|issue:30333", - "issue:22355|issue:28282" + "issue:44190|issue:46082", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44295|issue:44623" ], - "prepared_review_unit_hash": "cdc511341d9b672f8aa5b804e5a2788d041b890c5ff362aa2eaf320d9ff8aabe", + "prepared_review_unit_hash": "386e09ec07ce4b766e42eb9771df6b8f1da76d8d5181b7cc2cddbeb6d2e1ba90", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37335, - "estimated_input_tokens": 9334, - "estimated_eval_tokens": 18924 + "soft_pair_count": 33, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate group; it mixes unrelated import, tokenizer, training, multimodal, optimizer, and documentation issues. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to share one underlying defect.", + "summary": "Mostly heterogeneous issue set with one clear duplicate pair around Qwen3.5 MoE tensor-parallel loading. The rest are broad-similarity false positives across unrelated bugs, docs, packaging, and model-family regressions.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45125 is the best canonical issue for the one real duplicate pair: it states the concrete root cause (`_tp_plan` missing) rather than just the higher-level from_pretrained failure seen in issue:45310.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no single representative bug that safely covers the rest of the cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility failure vs a nonexistent import from image_utils; different modules and causes." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Loading hang vs embedding reinitialization during post_init; unrelated code paths." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; different failure modes." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same bug." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Default config initialization bug vs Whisper timestamp decode crash; unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default handling vs ModelOutput key assignment; different components." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting on failed jobs vs optimizer OOM in DeepSpeed; unrelated runtime problems." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer cleanup behavior change vs Granite token-id regression; both tokenizer-related but different concrete bugs." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; different missing symbols." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for one tokenizer; different tokenizer bugs." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "clean_up_tokenization_spaces behavior vs Deepseek incorrect tokenization; not the same regression." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; different multimodal issues." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer cleanup change vs Kimi codec-handling regression; separate tokenizer problems." - }, + "best_issue_reason": "issue:45125 is the strongest representative issue overall because it is the most specific, actionable root-cause report in the only accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache indexing crash in serve vs auto_docstring annotation crash; unrelated subsystems." + "reason": "Different areas: serve/KV-cache indexing crash vs auto_docstring annotation parsing crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." + "reason": "Notebook syntax error and a documentation parameter-name mismatch are unrelated bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer arguments ignored vs docs typo about parameter name; unrelated." + "reason": "SGD optimizer arguments not being used is unrelated to a docs typo about set_training()." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access bug vs DeepSpeed optimizer step called twice; different code paths." + "reason": "Position_ids buffer reading error and double optimizer-step under deepspeed are different code paths." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; both model-specific but distinct defects." + "reason": "Both mention v5 behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output differences; not clearly the same bug." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Tokenizer behavior change vs Pegasus v4/v5 output difference; not the same underlying issue." + "reason": "Different model families and failures: tied-weights warning bug vs missing tensor-parallel plan." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump problem vs leftover dummy classes; unrelated." + "reason": "PEFT version bump complaint is unrelated to leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend install issue and a missing import from image_utils are different problems." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different features." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained issues." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import vs dummy classes leaking into dir(transformers); unrelated cleanup problems." + "reason": "Missing import from image_utils is not the same as stale dummy classes in dummy_pt_objects.py." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer step duplication; unrelated." + "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are different None-handling bugs." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Default vision/audio config initialization vs non-persistent buffers filled with junk; different mechanisms." + "reason": "Python-version compatibility regression is unrelated to the image_utils import issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained issue vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow job-status reporting vs Llama 3.2 Vision model loading break; unrelated." + "reason": "Different save_pretrained surfaces: FP8 model export vs processor artifact omissions." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy problem vs processor.save_pretrained missing files; different subsystems." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained()." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenization differences across versions vs FP8 inference failure on B200; unrelated." + "reason": "MLFlow reporting on failed training jobs and Llama 3.2 model loading are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated." + "reason": "Category-count runtime limit and AttentionInterface.register behavior are not the same bug." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting issue vs Trainer compute_loss signature mismatch; different training bugs." + "reason": "Training-job reporting and compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper word-timestamp decode crash are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting vs embedding reinitialization; unrelated." + "reason": "MLFlow reporting and embedding reinitialization after resize are separate problems." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import dependency vs MLflow job reporting; unrelated." + "reason": "PyTorch import missing and failed MLFlow reporting are entirely unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing symbols from transformers and huggingface_hub are separate dependency/API issues." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg regression and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in a MoE indexer is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update ordering and Kosmos2.5 long OCR indexing error are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency; both import errors but different root causes." + "reason": "Position_ids buffer read failure is not the same as missing processor save_pretrained files." } ] }, @@ -12546,75 +12618,67 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ + "issue:22355", + "issue:28282", "issue:30990", "issue:38175", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43232", "issue:43479", + "issue:43576", + "issue:43644", "issue:43723", "issue:43761", + "issue:43784", "issue:43824", "issue:44038", - "issue:44190", - "issue:44206", + "issue:44117", "issue:44222", "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", "issue:44360", "issue:44373", - "issue:44442", + "issue:44464", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44568", - "issue:44623", + "issue:44704", "issue:44829", "issue:44871", "issue:44913", - "issue:44977", - "issue:44991", - "issue:45071", + "issue:44945", "issue:45092", "issue:45103", "issue:45278", "issue:45310", "issue:45357", "issue:45406", - "issue:45834", + "issue:45753", "issue:46002", "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:44190|issue:46082", - "issue:45071|issue:46082", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44206|issue:45103", - "issue:43723|issue:44977", - "issue:44263|issue:45092", - "issue:43232|issue:45834", "issue:44373|issue:44485", - "issue:44295|issue:44623", "issue:44222|issue:44484", + "issue:43479|issue:43644", "issue:44483|issue:45406", "issue:43761|issue:46082", "issue:45092|issue:45357", @@ -12622,241 +12686,221 @@ "issue:44263|issue:44360", "issue:44261|issue:45092", "issue:30990|issue:38175", - "issue:44514|issue:45103", - "issue:43723|issue:44991", "issue:42907|issue:46050", + "issue:44514|issue:45103", "issue:44829|issue:46002", - "issue:43723|issue:44442", "issue:42831|issue:45310", "issue:43479|issue:44913", "issue:44263|issue:44373", + "issue:22355|issue:28282", "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:39401|issue:44568", + "issue:44945|issue:45753", "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:42757|issue:45278" + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "5b29b6cfbc66bca23c004b001ea0a4e70700d849e292cea346d74d1c5087c3b2", + "prepared_review_unit_hash": "5e8ab4979a536e171f785fe05bc27d4ac5db8e1f55375923d7b5f11a2d767db2", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "soft_pair_count": 28, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges from these pairs. Most are unrelated regressions or import/config issues, with a few tokenizer-loading reports that are similar in theme but not clearly the same underlying bug.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers v5 regressions and import/model/config issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", "confidence": 0.77, - "canonical_issue_reason": "issue:43723 is the broadest, most representative report in the set: a generic v5 tokenizer-loading failure. If one issue must anchor the tokenizer-related subset, it best captures the shared symptom surface.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best standalone representative because it is broad, user-facing, and closest to a cluster center; the other candidates are mostly more specific or different in failure mode.", + "best_issue_reason": "issue:45278 is the broadest representative of the recurring v5 import-regression theme, but it is still only a partial fit for the overall heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Different areas: local dataset loading vs LlamaConfig validation." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "Type-checking regression is unrelated to explicit head_dim validation." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Feature-extractor center-arg crash is unrelated to auto-docstring annotation handling." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Both mention model loading behavior, but one is tokenizer loading and the other is flash-attention generation." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "GlmMoeDsaIndexer split behavior is unrelated to remote-code meta-init incompatibility." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR index errors." - }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring wording and GLM-5 RoPE implementation are not the same bug." + "reason": "One is a docstring mistake for position_ids; the other is a GLM-5 RoPE implementation discussion. Different problem types." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Reading registered position_ids differs from processor.save_pretrained file omission." + "reason": "Both mention save_pretrained, but one is an FP8/moe saving bug and the other is a question about max_shard_size." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FP8 save_pretrained failure is unrelated to shard-size discussion." + "reason": "Phi4MultimodalConfig defaulting bug and non-persistent buffer junk are unrelated code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + "reason": "Chat/completions request handling and Gemma4Processor serve crash are different failures." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility and incorrect visual encoder keys are different save/load problems." + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are different model-specific bugs." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Generic tokenizer-loading regression is not the same as eos_token_id config inconsistency." + "reason": "Tokenizer loading in v5 and Gemma eos_token_id mismatch are not the same underlying issue." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same module family, but split-return behavior and missing ReLU are distinct concrete issues." + "reason": "Same broad DSA/indexer area, but one is about torch.split outputs and the other about a missing ReLU." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint meta-init failure." + "reason": "Layernorm epsilon precision bug and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-transformers load hang and zero probabilities in SigLIP2 are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:45103", - "accept": false, - "reason": "Batched chat template padding crash is unrelated to annotation introspection in auto-docstring." - }, - { - "left": "issue:43723", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading problems, but the specific model failure is not enough to confirm the same underlying bug." + "reason": "Sentence-transformers loading hang and siglip2 zero probabilities are different symptoms and code paths." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Quantized saving failures, but different quantization paths and symptoms." + "reason": "Both concern quantized model save/load, but they target different quantization flows and model families." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." + "reason": "Qwen2_5_VLProcessor batching crash and auto_docstring annotation crash are unrelated subsystems." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Both involve tokenizer loading, but the specific tokenizer-class failure is not clearly the same regression as the generic v5 issue." + "reason": "Training instability with flash_attention_3 and NaNs on checkout/init do not describe the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are different bugs." + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different issues." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default vision/audio config initialization is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Config default initialization and GPTNeoX rotary_pct reload behavior are unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer split semantics and docstring text are not the same issue." + "reason": "DSA indexer torch.split behavior and a position_ids docstring typo are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different FP8/VL regressions." + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are not the same concrete failure." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS insertion regression." + "reason": "Qwen3 offset_mapping bug and mdeberta BOS/EOS addition bug are separate tokenizer behaviors." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 image-specific infinite loop are different runtime failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type." + "reason": "Offline cache loading and decoder-type mismatch are distinct tokenizer issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing hub helper is not the same as a broad multi-import regression." + "reason": "45278 is a broad report of many import errors, but this specific hub import failure is not clearly the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs propagation are different loader bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and GlmMoeDsaIndexer split behavior are not the same issue." } ] }, @@ -12872,296 +12916,310 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:22355", "issue:28218", "issue:30990", "issue:33357", + "issue:36296", "issue:39401", "issue:41628", - "issue:42371", - "issue:42831", "issue:42907", "issue:43116", "issue:43122", "issue:43232", "issue:43408", + "issue:43452", "issue:43475", - "issue:43576", + "issue:43550", "issue:43646", + "issue:43723", "issue:43756", "issue:43784", "issue:43937", - "issue:43976", + "issue:44038", "issue:44060", - "issue:44117", - "issue:44188", + "issue:44222", "issue:44261", - "issue:44263", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44464", + "issue:44442", "issue:44485", "issue:44488", "issue:44514", "issue:44521", - "issue:44671", + "issue:44625", "issue:44704", - "issue:44743", + "issue:44779", + "issue:44829", "issue:44945", "issue:44964", "issue:45200", + "issue:45216", + "issue:45245", "issue:45278", "issue:45290", + "issue:45478", "issue:45593", "issue:45600", - "issue:45753", "issue:46002", - "issue:46082", "issue:46132" ], "soft_pairs": [ - "issue:43232|issue:45593", - "issue:22355|issue:28218", - "issue:42831|issue:45753", - "issue:44464|issue:46082", - "issue:44117|issue:44704", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:44671|issue:46132", - "issue:42371|issue:44263", "issue:43646|issue:46002", - "issue:43122|issue:44521", "issue:44295|issue:44297", - "issue:44188|issue:44373", + "issue:43550|issue:46132", "issue:30990|issue:33357", + "issue:43232|issue:45593", "issue:44704|issue:45290", "issue:44261|issue:44373", "issue:42907|issue:44945", - "issue:39401|issue:44488", - "issue:43232|issue:44743", + "issue:43723|issue:44442", + "issue:43723|issue:44779", "issue:43784|issue:45600", - "issue:43976|issue:44945", "issue:41628|issue:45278", "issue:42907|issue:43937", "issue:43122|issue:44514", + "issue:43756|issue:44060", "issue:43408|issue:43475", - "issue:39401|issue:44521", "issue:43116|issue:45200", + "issue:43122|issue:44521", "issue:42907|issue:44964", - "issue:44360|issue:44485" + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "05c7965dd3395fb4bce3411cbb18a6e1d49e210dcef6cdb8e2ac5a079bd4987a", + "prepared_review_unit_hash": "d8a9dbb8eb63300fa8082c548f90218556fd3f76bfb09ebc1595d4a2860b4241", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35959, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "soft_pair_count": 31, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not duplicate-coherent: most items are unrelated point bugs or broad release regressions, with only weak lexical overlap. No soft edge looks like the same underlying change or code-path bug.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the few version-upgrade/import-regression reports, but there is no strong true duplicate center in this set.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, chat-template bugs, model loading/import failures, and unrelated training/runtime issues. No soft pair looks confidently like the same underlying bug/change, so I reject all candidate duplicate edges and use the broad tokenizer-regression issue as the best representative anchor.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the clearest umbrella report for a version-related tokenizer regression and is the most representative of the tokenizer-focused subset in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best overall stand-in because it is the most general user-facing regression report; the rest are mostly unrelated one-off bugs.", + "best_issue_reason": "issue:43122 best fits as the global representative because it describes a concrete, version-bisected tokenizer regression and is broad enough to anchor nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Generation-kwargs bug vs D-FINE auxiliary-loss behavior; unrelated code paths." + "reason": "Different failure modes: custom model init breakage vs NaNs after checkout/init." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Missing module import vs tokenizer spacing regression; no shared underlying bug." + "reason": "One is buffer/position_ids access, the other is tokenizer_config save metadata mismatch." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite loop; different model/features." + "reason": "Both touch attention behavior, but the concrete bug paths are different (torch.compile+SDPA vs registered-function behavior)." }, { - "left": "issue:44464", - "right": "issue:46082", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Compiled chunked generation inconsistency vs LlamaConfig validation; not the same defect." + "reason": "Both are loading problems, but the models, symptoms, and likely causes are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding; separate loading failures." + "reason": "Generation kwarg syncing and D-FINE auxiliary-loss behavior are unrelated code paths." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning; different model-specific issues." + "reason": "Processor kwargs propagation and chat-template tool-call crashes are different bugs." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "CLI/env command breakage vs missing nn import in sentence-transformers integration; unrelated." + "reason": "Numerical precision/config issue vs a docstring issue; no shared bug path." }, { - "left": "issue:44671", - "right": "issue:46132", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "CamemBERT MLM prediction regression vs AttentionInterface.register behavior change; not the same bug." + "reason": "Dequantized model save failure and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "TF32 settings warning vs GlmMoeDsaIndexer split handling; unrelated subsystems." + "reason": "Generic v5 AutoTokenizer loading regression vs one specific tokenizer class failure; too broad to merge." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Custom model init breakage vs NaNs in classification heads; different failure modes." + "reason": "Loading failure and incorrect tokenization results are different concrete bugs." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer output changed across versions vs chat-template multimodal masks; not the same issue." + "reason": "Import NameError in sentence-transformers vs CI break from auto_mappings config references." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "position_ids buffer read error vs tokenizer_class mismatch on save; no shared code-path." + "reason": "Specific missing AutoImageProcessor import vs broad import breakage after upgrade." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "torch.compile attention-kernel divergence vs docstring typo; clearly unrelated." + "reason": "Model save/dequantization issue is unrelated to invalid GenerationConfig validation." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Model loading hang vs Mac bus error on CLIP; both load-related but different concrete bugs." + "reason": "Tokenizer regression and batched multimodal chat-template crash are distinct paths." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages; different processors." + "reason": "Different model-architecture mistakes: RoPE layer dropping vs tied-weights warning." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 video related, but one is a type warning and the other is a missing attribute." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label empty output and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "MLA layer precision/config bug vs docstring issue; no duplicate relation." + "reason": "Both involve template-related APIs, but one is tokenizer regression and the other is assistant-mask generation for multimodal inputs." }, { "left": "issue:42907", - "right": "issue:44945", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models vs pipeline-parallel output mismatch; unrelated." + "reason": "Model save/load breakage and inability to load a specific multimodal model are not the same bug." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3 offset_mapping bug vs failure to load a specific model; different tokenizer/model problems." + "reason": "DSA indexer activation detail and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Generation kwargs sync issue vs recurrent-state reset in modular_qwen3_5; separate generation bugs." + "reason": "Qwen3-VL-Moe version bug vs tokenizer_class metadata mismatch; different concrete failures." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references; unrelated breakages." + "reason": "num_labels propagation and flash-attention training degeneration are unrelated." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Python version compatibility regression vs pipeline parallelism output error; not the same issue." + "reason": "Generation state update bug and category-cardinality runtime limit are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Specific AutoImageProcessor import failure is only one possible symptom of a broader import-regression report, not the same concrete bug." + "reason": "Both mention MoE, but one is a version-specific model bug and the other is FP8 save_pretrained behavior." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "Dequantized-save failure vs invalid GenerationConfig for GLM-5; unrelated." + "reason": "Tokenizer spacing bug vs Sentence Transformers loading stall; no shared root cause." }, { "left": "issue:43122", - "right": "issue:44514", + "right": "issue:44779", "accept": false, - "reason": "Version-dependent tokenization difference vs batched chat-template crash; different components." + "reason": "Both are tokenizer regressions in v5, but one is tokenization-difference behavior and the other is Deepseek-specific incorrect output." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Model-type warning vs missing fpn_position_embeddings attribute; same family but not the same defect." + "reason": "Dequantized save failure and gguf_file loading break are different file-path issues." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; unrelated template/tokenization paths." + "reason": "Tensor-parallel training bug is unrelated to the classification example-script issue." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Example script returning empty classification results vs Gemma 4 mm_token_type_ids defaulting; different models and failure modes." + "reason": "MoE-related but not the same concrete failure mode or code path." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal instruct; unrelated." + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is model loading failure." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; not the same code-path." + "reason": "Both involve Qwen3.5 and v5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." } ] }, @@ -13177,288 +13235,302 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:22355", "issue:28218", "issue:29127", "issue:29159", - "issue:30990", - "issue:36296", + "issue:33453", "issue:38617", - "issue:42175", + "issue:39401", + "issue:42222", "issue:42371", - "issue:42673", "issue:42757", - "issue:42907", + "issue:42831", "issue:43066", "issue:43116", "issue:43122", - "issue:43278", - "issue:43452", + "issue:43441", "issue:43493", "issue:43611", "issue:43784", "issue:43824", + "issue:43825", "issue:43874", "issue:43906", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44222", - "issue:44295", + "issue:44075", + "issue:44117", "issue:44297", "issue:44351", "issue:44355", "issue:44485", + "issue:44521", "issue:44625", "issue:44704", "issue:44779", - "issue:44829", - "issue:44938", - "issue:44945", - "issue:45072", - "issue:45216", + "issue:44936", + "issue:45083", "issue:45278", + "issue:45357", "issue:45446", "issue:45478", + "issue:45563", + "issue:45588", "issue:45753", "issue:46002", "issue:46231" ], "soft_pairs": [ - "issue:44038|issue:44297", - "issue:44625|issue:44829", - "issue:44038|issue:44295", - "issue:28218|issue:30990", - "issue:42907|issue:43452", - "issue:43122|issue:44779", - "issue:36296|issue:43116", - "issue:44038|issue:44222", "issue:43824|issue:44351", - "issue:43122|issue:43906", - "issue:45216|issue:45478", + "issue:39401|issue:44521", "issue:43784|issue:45446", + "issue:22355|issue:28218", "issue:42757|issue:44351", "issue:22355|issue:29159", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:42673|issue:45072", - "issue:43493|issue:45753", + "issue:43122|issue:43906", "issue:43992|issue:44704", "issue:43066|issue:44779", - "issue:22355|issue:29127", "issue:44355|issue:46231", - "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43611|issue:46002", - "issue:43116|issue:43493", "issue:42371|issue:43874", - "issue:43976|issue:45446" + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:42831|issue:44297", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:44625|issue:46002", + "issue:44117|issue:45588" ], - "prepared_review_unit_hash": "f0b911f58c084aac2a6e42febf447e4d39fa5711111a4a4e4b1b69d174d505cf", + "prepared_review_unit_hash": "68fec9713138456d00a72995ec21812be8b94aac3266b651d6fa49c8b1c4bcae", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35105, - "estimated_input_tokens": 8777, - "estimated_eval_tokens": 17810 + "soft_pair_count": 30, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: most pairs only share a subsystem name (tokenizer, import, Qwen/MoE, training, etc.) but describe different bugs or code paths. I found no true duplicate PR-style matches, and none of the soft edges are strong enough to accept as the same underlying issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44038 is the best representative of the cluster\u2019s densest real subtheme: a concrete Qwen/Transformers 5.x regression with multiple nearby soft matches, while most other items are isolated or orthogonal.", + "summary": "This set is dominated by unrelated bug reports, with a loose concentration around tokenizer/v5 regression issues. The soft pairs mostly share broad vocabulary rather than the same concrete code path, so none are strong duplicate merges.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43122 is the most umbrella-like tokenizer regression report here: it describes behavior changes from 4.57.3 to 5.0 and is close to several other tokenizer-related reports, making it the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44038 is the most central and actionable issue here; it has the clearest concrete bug report and the strongest adjacency to other Qwen/MoE regression reports, even though they are not duplicates.", + "best_issue_reason": "issue:43122 is the best triage anchor because it is broad, user-facing, and covers the version-to-version tokenizer behavior change theme better than the narrower symptom-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Different bugs: Qwen3-VL-MoE/Transformers 5.0 regression vs tokenizer save_pretrained class-name mismatch." + "reason": "Both are import errors, but they involve different missing symbols in different modules; not the same underlying bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." + "reason": "Wrong offset mappings for Qwen3 tokenizer and zero assistant masks for multimodal chat templates are different tokenizer/multimodal bugs." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Unrelated failures: Qwen3-VL-MoE bug vs position_ids buffer read error." + "reason": "One is a sentence-transformers import failure; the other is a flex_attention version-check issue. Different code paths." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Tokenizer spacing regression vs Sentence Transformers loading hang; different symptoms and components." + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated issues." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Different save/load bugs: dequantized save_pretrained failure vs gguf_file model/tokenizer loading breakage." + "reason": "These are different import errors from different missing names and modules." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-dependent tokenization differences and a linked isolated reproduction are not enough to show the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and missing kwargs forwarding in AutoProcessor are different failures." + }, + { + "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same underlying bug." + "reason": "Both mention tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Tensor parallel training bug vs example script returning empty multi-label results; unrelated." + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-MoE Transformers 5.0 issue vs FP8 save_pretrained on MoE; different failure modes." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different model-side issues." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different import failures for different symbols/packages; not the same broken API." + "reason": "Base model prefix loading breaks and classification-head NaNs are not the same defect." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "The titles point to different tokenizer/regression reports; no evidence they share the same concrete bug." + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error." + "reason": "Python version compatibility and a PyTorch version gate in flex_attention are different problems." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." + "reason": "Vitpose import breakage and Ministral-3 flash-attention failure are unrelated model issues." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "Both are import errors, but for different packages/symbols and different root causes." + "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "SGD args not used and trainer.evaluate failing after train do not share the same root cause." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism; different problems." + "reason": "Both involve Qwen3.5, but one is save_pretrained key handling and the other is from_pretrained loading; different code paths." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Package backend dependency issue vs Python 3.14 load failure; not the same bug." + "reason": "Qwen3-VL-Moe and Qwen3.5-Moe from_pretrained failures are related only at a very broad family level, not the same bug." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading vs bfloat16 dtype mismatches in inference; different code paths." + "reason": "Empty multi-label outputs in an example script and a pipeline translation warning are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different multimodal model bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are different model bugs." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Missing state in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loader paths." + "reason": "A helper-function length calculation issue and a flex_attention import/version check are unrelated." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script behavior and SigLIP2 implementation mismatch do not share a bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "v5 tokenizer decoder-type regression vs Deepseek tokenization regression; same area, different bug." + "reason": "GenerationConfig validity and a stale paged-generate warning are different generation-path issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different issues entirely: missing onnx module vs LayoutLMv3 box-validation message clarity." + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Compiled file import/runtime errors vs documentation parameter-name mismatch; not duplicates." + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset mapping are both tokenizer issues, but they are different concrete failures." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." + "reason": "Missing layer_type_validation and many import errors after upgrade are not the same specific import bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "GLM-5 generation config invalidity vs RoPE implementation discussion; different bug surfaces." + "reason": "Wrong offset mappings and Deepseek tokenization changes are both tokenizer regressions, but no shared code path is evident." }, { - "left": "issue:43611", + "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix vs NaNs in classification heads; unrelated." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different models and paths." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance vs missing multimodal processor method; unrelated." + "reason": "Propagating num_labels and NaNs in classification heads are different classification-related issues." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Python-version compatibility issue vs incorrect PyTorch version gate for AuxRequest import; different root causes." + "reason": "TOKENIZER_MAPPING_NAMES None handling and a flash_attention s_aux crash are unrelated." } ] }, @@ -13474,296 +13546,275 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ - "issue:33453", "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", - "issue:42617", "issue:42673", "issue:43064", - "issue:43116", + "issue:43066", + "issue:43122", + "issue:43381", "issue:43408", "issue:43421", - "issue:43441", "issue:43450", - "issue:43582", "issue:43673", "issue:43742", - "issue:43825", "issue:43827", - "issue:43906", "issue:43937", "issue:43986", - "issue:44038", "issue:44075", "issue:44117", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44779", + "issue:44483", + "issue:44484", + "issue:44496", "issue:44829", - "issue:44936", + "issue:44877", + "issue:44938", + "issue:44945", + "issue:44964", "issue:44977", "issue:45071", + "issue:45072", "issue:45081", - "issue:45083", "issue:45216", + "issue:45278", "issue:45310", - "issue:45341", - "issue:45357", "issue:45405", "issue:45446", - "issue:45478", - "issue:45561", - "issue:45563", - "issue:45588", + "issue:45464", + "issue:45542", + "issue:45656", "issue:46002", "issue:46077", - "issue:46178" + "issue:46178", + "issue:46231" ], "soft_pairs": [ - "issue:42222|issue:43441", - "issue:44075|issue:44936", - "issue:45357|issue:45478", - "issue:44038|issue:45478", - "issue:43116|issue:43825", - "issue:45083|issue:45446", - "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:44117|issue:45588", "issue:44380|issue:46077", + "issue:42175|issue:44938", "issue:43827|issue:45446", - "issue:42673|issue:43906", + "issue:43064|issue:43673", + "issue:43381|issue:44945", "issue:43450|issue:43986", "issue:43937|issue:44977", - "issue:44291|issue:45071", "issue:44466|issue:46002", "issue:45405|issue:45446", + "issue:42673|issue:45072", "issue:44117|issue:45081", - "issue:42222|issue:46178", - "issue:45341|issue:45561", "issue:44410|issue:45310", - "issue:38617|issue:41628", + "issue:42222|issue:46178", "issue:44829|issue:45216", - "issue:42617|issue:45341", + "issue:44291|issue:45071", + "issue:38617|issue:41628", "issue:39401|issue:43421", - "issue:42673|issue:43582", - "issue:43408|issue:43742" + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656" ], - "prepared_review_unit_hash": "25ca9e2a566e5d01e89b5576124838c66c4fa64a6d36431b5bd1b5dbc34db3b4", + "prepared_review_unit_hash": "716b3b6ba2e2d2ba47dfe8708231b01e63f82027a0b0fee20269249b13be2796", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "soft_pair_count": 26, + "serialized_chars": 35503, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues spanning different models, APIs, and subsystems. The soft pairs share only broad topical overlap, not the same concrete bug/change, so none should be merged as duplicates. No pull requests are present.", - "confidence": 0.82, - "canonical_issue_reason": "issue:42673 has the clearest, most reproducible bug report and the highest signal as a representative issue; the rest are unrelated bugs across different models/subsystems.", + "summary": "Mostly unrelated Transformers issues loosely grouped by v5, tokenizer, model-loading, and training regressions. None of the soft pairs look like true duplicates, so I rejected all soft edges.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45310 is the closest thing to a canonical item: a concrete, versioned Qwen3.5 loading regression, while the rest of the set spans too many unrelated subsystems to form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest standalone issue here: it describes a concrete VRAM leak with an explicit multi-dataloader-thread repro and active discussion.", + "best_issue_reason": "issue:45310 is the best single representative here because it is specific, reproducible, and clearly regression-shaped; the other issues are broader, older, or on different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention import/runtime issue." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unrelated bugs: ignored SGD args vs trainer.evaluate() failing after train()." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "Same model family but different code paths: save_pretrained key serialization vs from_pretrained loading error." - }, - { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Different Qwen variants and different symptoms; no evidence of the same underlying bug." + "reason": "Different models and attention behaviors; same broad subsystem, not the same bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Example script empty results vs pipeline() error-message regression are distinct issues." + "reason": "Packaging/backend install issue vs Python 3.14 load failure; unrelated root cause." }, { - "left": "issue:45083", + "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Different subsystems: qwen3_omni_moe helper logic vs flex_attention version check." + "reason": "Docs cleanup vs a flex_attention import/version check bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP optimizer-state bug is unrelated to GenerationMixin cache missing in chunked_prefill." + "reason": "Distributed optimizer-state corruption vs generation cache missing; different code paths." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Both generation-related, but invalid GenerationConfig and stale warning behavior are different bugs." + "reason": "Eval-mode gradient checkpointing bug vs pipeline-parallelism output corruption." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different failure modes." + "reason": "Batched video shape bug vs AutoProcessor crash from missing torchvision." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both tokenizer correctness bugs, but for different models and different outputs (offset mapping vs general results)." + "reason": "GenerationConfig validation failure vs flash-attention generation issue on a different model." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash are unrelated." + "reason": "Serialization/tied-weight behavior vs NaNs during checkout/init; not the same bug." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different attention behavior bugs in different models; not the same code-path problem." + "reason": "Dependency version bump complaint vs PyTorch version guard in flex_attention." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Docs/pipeline references are unrelated to the flex_attention PyTorch version-check bug." + "reason": "Qwen3 memory leak in dataloader threads vs bfloat16 dtype mismatch in different models." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "43906 is only a reproduction of another issue (#38071); no evidence it matches the VRAM leak in 42673." + "reason": "Tokenizer mapping None fallback vs Mistral regex patch backend_tokenizer crash." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Video processor batch-shape bug vs AutoProcessor dependency crash; different underlying causes." + "reason": "Both touch Qwen, but one is missing projections while the other is a from_pretrained error." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both involve generation, but GLM-5 config validation and Qwen3.5 flash-attn generation are distinct issues." + "reason": "VitPose model breakage vs backend mapping error for tensorflow_text; different failures." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different rc/v5 type-check regressions affecting separate loading paths." + "reason": "Flash-Attention 3 training degeneration vs Qwen3.5 save_pretrained regression." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Serialization of tied weights is unrelated to NaNs in classification heads on checkout/init." + "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Release/versioning concern for PEFT is unrelated to the flex_attention import/version bug." + "reason": "Different import errors involving different symbols and subsystems." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Different tokenizer bugs: mapping lookup vs Mistral regex patch crash." + "reason": "Wrong offset_mapping vs runtime post-processor update behavior; distinct tokenizer bugs." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "VitPose model regressions and a tensorflow_text backend-mapping error are unrelated." + "reason": "Model-type warning mismatch vs a key error loading a different model." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "A small testing_utils bug and a pytest-xdist captured_info.txt race are not the same defect." + "reason": "Strict config loading vs documentation parameter-name mismatch." }, { - "left": "issue:44410", + "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.x model loading failures with different missing keys/errors." + "reason": "save_pretrained shard-size question vs a concrete Qwen3.5 from_pretrained failure." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated fixes." + "reason": "Different load-time config problems: invalid GenerationConfig vs missing model_type." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are separate bugs." + "reason": "Both are tokenizer regressions in v5, but the concrete failures differ." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Not related: 3d_parallel.py execution failure vs a testing_utils bug." + "reason": "VitPose model breakage vs undefined tf backend from missing TensorFlow." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Offset_mapping bug in Qwen3 tokenizer is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "Broad chat/completions rejection vs model-specific streaming failure." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Specific Phi-4 multimodal load failure vs broad import errors after upgrade." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Model-type warning mismatch and MobileLLM loading key error are different loading issues." + "reason": "SGD arguments ignored vs optimizer.step() being called twice; related area, different bug." } ] }, @@ -13779,328 +13830,338 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:38617", "issue:41628", "issue:42175", "issue:42222", "issue:42371", - "issue:42490", "issue:42673", + "issue:42757", "issue:42831", "issue:43012", - "issue:43066", + "issue:43064", "issue:43097", - "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", "issue:43577", - "issue:43673", "issue:43874", + "issue:43906", "issue:43931", - "issue:43937", + "issue:43976", + "issue:43986", "issue:44038", - "issue:44075", + "issue:44062", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", + "issue:44315", "issue:44360", + "issue:44368", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44496", "issue:44829", - "issue:44877", "issue:44933", - "issue:45003", + "issue:44945", + "issue:44977", + "issue:44987", "issue:45071", - "issue:45278", - "issue:45310", - "issue:45341", - "issue:45464", + "issue:45200", + "issue:45440", "issue:45478", "issue:45542", - "issue:45656", - "issue:46123", + "issue:45588", + "issue:46050", "issue:46172", "issue:46231" ], "soft_pairs": [ "issue:42371|issue:44261", - "issue:42490|issue:42673", - "issue:44877|issue:46231", - "issue:38617|issue:44220", - "issue:44484|issue:45310", - "issue:43937|issue:44496", - "issue:42222|issue:45542", - "issue:43066|issue:43122", - "issue:44933|issue:45278", - "issue:42371|issue:42831", - "issue:44483|issue:45464", "issue:42175|issue:42222", - "issue:44075|issue:45656", - "issue:44410|issue:45478", "issue:43012|issue:43577", - "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:38617|issue:44220", "issue:43874|issue:44261", "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:45071|issue:45542", + "issue:42673|issue:44977", "issue:44263|issue:46172", + "issue:42673|issue:43906", "issue:44360|issue:46172", "issue:43012|issue:43408", - "issue:43931|issue:44410", "issue:44484|issue:45478", "issue:43441|issue:44829", + "issue:42371|issue:42831", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43097|issue:43452", - "issue:43673|issue:46123", - "issue:45003|issue:45341", - "issue:44933|issue:46231" + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117" ], - "prepared_review_unit_hash": "d50336346211ff9835fe3dfaa4db0bdd7b55436546251d47178e3aabce863d61", + "prepared_review_unit_hash": "d10f0679f9e1799dfbb7d23fccc7844b02260707d733528d19e86afb6f279882", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37145, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "soft_pair_count": 34, + "serialized_chars": 37840, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of Transformers v5 regression reports, but most items are distinct bugs affecting different APIs/models. One likely duplicate pair is the tokenizer-regression report pair.", - "confidence": 0.46, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import regressions after upgrading to 5.5.0, making it the most representative issue for this cluster's theme.", + "summary": "This cluster is heterogeneous: import errors, model-specific regressions, dtype/precision bugs, packaging/backend issues, and a few config/documentation complaints. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items do not converge on one bug class or code path, and the apparent similarities are mostly broad Transformers-v5 / model-family overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global anchor because it is broad, clearly user-facing, and closest to the cluster\u2019s recurring v5 import-breakage pattern.", + "best_issue_reason": "No single issue is a good global representative for the cluster; the closest candidates still describe different failures and fixes, so a canonical issue would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Different problems: TF32 API warning behavior vs a missing config field causing precision errors in MLA." + "reason": "TF32 API warning vs MLA layernorm epsilon precision bug; different root causes." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Unrelated symptoms and code paths: local-path import warning vs Qwen3ForCausalLM VRAM leak in dataloader threads." + "reason": "Packaging/backend dependency issue vs broken VitPose model code path." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch compile warning on bfloat16 vs BLIP2 dtype propagation bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Config-loading failure for granite_speech is not the same as a documentation mismatch in set_training()." + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; not the same failure." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + "reason": "ImportError in configuration_utils vs audio fbank feature extraction bug." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "max_shard_size default discussion is unrelated to a Qwen3.5 MoE from_pretrained loading error." + "reason": "Missing image patch method in processor vs missing rms_norm_eps in config." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both are loading/config errors, but they target different failures: invalid GenerationConfig vs missing model_type in config.json." + "reason": "Removed tie_embeddings API vs unexpected position-id key warnings; unrelated symptoms." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Different areas: vitpose model breakage vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type-checking break." }, { - "left": "issue:43066", - "right": "issue:43122", - "accept": true, - "reason": "Both describe the same tokenizer-regression in Transformers v5: a wrong decoder/type change causing different tokenization output." + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "DSA torch.split indexing issue vs GLM-5 RoPE implementation complaint." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Related import-breakage theme, but 44933 is one specific import while 45278 is a broad upgrade report; not clearly the same underlying bug." + "reason": "Type-checking regression vs TensorFlow backend detection/install issue." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "TF32 behavior controls and FineGrainedFP8 accuracy are different precision topics with different failure modes." + "reason": "VRAM leak in multi-threaded loading vs flash-attention generation failure." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a streaming inference failure on a specific model." + "reason": "DSA indexer split behavior vs DeepSeek-V4 dtype/transpose bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "TensorFlow-in-pip-install packaging issue and vitpose model breakage are separate problems." + "reason": "VRAM leak during threaded use vs isolated reproduction of a different issue." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Both involve optimizers, but one is SGD args being ignored and the other is an optimizer step being called twice with deepspeed." + "reason": "DSA lacks ReLU vs DeepSeek-V4 comb dtype/transpose problem." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Different Qwen3-related loading/model-shape issues; not the same concrete bug." + "reason": "bfloat16 compile warning vs sam3 tracker/video model warning mismatch." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading error." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Generation cache behavior during chunked prefill is unrelated to a small testing_utils bug." + "reason": "Ministral flash-attention failure vs flash_attention_3 degenerate training; different model-path bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Missing image-patch helper in GLM46V and missing rms_norm_eps in MLA are different model-specific config/API issues." + "reason": "TF32 settings warning vs FineGrainedFP8 accuracy bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "A removed tie_embeddings option is unrelated to unexpected position-id key warnings." + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3-VL-Moe issue; different load-time failures." }, { - "left": "issue:41628", + "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type-checking breakage." + "reason": "SwitchTransformers sparse-layer bug vs config type-checking regression." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + "reason": "API removal warning vs gguf_file tokenizer/model loading break." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "PreTrainedConfig type checking and missing TensorFlow backend are unrelated regressions." + "reason": "Nonexistent image_utils import vs set_training docs parameter mismatch." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different tensor-operation bugs in different model code paths; no clear shared root cause." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs transformers>=5.1 loading failure." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Different warnings and different model paths: bfloat16 compile warning vs sam3_video/sam3_tracker type mismatch." + "reason": "Missing processor method vs DSA torch.split return-value issue." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model architecture/load errors." + "reason": "AutoProcessor crash without torchvision vs save_pretrained shard-size behavior." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Different bugs despite both mentioning Qwen3.5: one is about shard size defaults, the other is a from_pretrained loading error." + "reason": "sam3_tracker warning vs tie_word_embeddings warning; different model/config issues." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." + "reason": "Python version support problem vs incorrect output under pipeline parallelism." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both are Qwen-related loading issues, but the model families and failure modes differ enough that they do not look like the same bug." + "reason": "Native DeepseekV3 divergence vs DeepSeek-V4 transpose bug." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PreTrainedConfig type-checking." + "reason": "API removal warning vs quantized-model save/load breakage." }, { "left": "issue:43097", - "right": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings API and gguf_file breaking from_pretrained are different regressions." + "reason": "Removed API warning vs flash_attention.py crash on s_aux=None." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Generation cache missing and partial-batch result dropping are unrelated generation/pipeline bugs." + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied in model_init." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a test utility bug." + "reason": "VRAM leak in threaded inference vs Gemma 4 mm_token_type_ids defaulting issue." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbol imports from different packages; not the same import break." + }, + { + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Import-from-image_utils failure and a docs parameter-name mismatch are not the same underlying issue." + "reason": "AddedToken keyword collision vs tokenizer mapping None handling." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue:45278 is a reasonable broad umbrella for the cluster\u2019s v5 import-regression theme, and the one accepted duplicate pair (issue:43066 / issue:43122) is plausibly the same tokenizer regression. The other soft-edge rejections are generally cautious and do not overclaim shared root cause." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14109,331 +14170,324 @@ "component_index": 1, "component_count": 17, "review_unit_index": 45, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:38617", - "issue:42757", + "issue:42490", + "issue:42617", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43352", - "issue:43408", "issue:43502", - "issue:43531", + "issue:43526", "issue:43550", - "issue:43824", + "issue:43792", "issue:43825", "issue:43873", - "issue:43874", "issue:43906", - "issue:43976", + "issue:43931", "issue:43986", "issue:43992", "issue:44038", - "issue:44062", "issue:44117", "issue:44162", + "issue:44222", "issue:44261", - "issue:44263", - "issue:44315", "issue:44351", "issue:44368", - "issue:44380", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44514", "issue:44655", + "issue:44683", "issue:44704", "issue:44938", - "issue:44987", + "issue:44964", "issue:45103", + "issue:45290", "issue:45341", "issue:45372", "issue:45375", - "issue:45440", + "issue:45478", + "issue:45561", "issue:45588", "issue:45753", - "issue:46050", + "issue:45859", + "issue:46123", "issue:46172", - "issue:46178" - ], - "soft_pairs": [ - "issue:43986|issue:45341", - "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:43986|issue:44484", - "issue:43408|issue:44368", - "issue:43986|issue:45372", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:44261|issue:44485", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315", - "issue:38617|issue:42757", - "issue:44062|issue:44117", + "issue:46178" + ], + "soft_pairs": [ "issue:44410|issue:45375", "issue:44038|issue:44410", + "issue:43931|issue:44410", "issue:43502|issue:43992", + "issue:45341|issue:45859", "issue:38617|issue:44351", + "issue:44261|issue:44485", "issue:43097|issue:43873", + "issue:44964|issue:45341", "issue:44704|issue:45103", "issue:43986|issue:44117", - "issue:43824|issue:43986", - "issue:44938|issue:46178", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", "issue:43066|issue:43906", + "issue:45341|issue:45588", "issue:43208|issue:43550", + "issue:45341|issue:45561", + "issue:43986|issue:45341", "issue:43992|issue:44484", "issue:43012|issue:43550", "issue:43825|issue:44655", "issue:43012|issue:44368", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43352|issue:44380", "issue:44162|issue:46172", - "issue:43352|issue:43976" + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012" ], - "prepared_review_unit_hash": "578b9cdd520aec8917a908356b614511c87a1b6a36949fd60e58a3cf69d65361", + "prepared_review_unit_hash": "01bab29e3bb15b943c11e6d51f13d9cc19ab5473c0409fcc4e5845f5b46c1eb8", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37732, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "soft_pair_count": 33, + "serialized_chars": 37286, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft-similarity links do not indicate true duplicates. The issues span unrelated import errors, model-specific bugs, config warnings, and backend behavior changes.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the set is too diverse and the proposed soft pairs are not the same underlying bug.", + "summary": "No soft pair looks like a true duplicate. The set is mostly a grab-bag of distinct model-loading, processor, quantization, and warning/reporting bugs with only superficial title similarity.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44704 is the most central framework-level bug here: it targets the reusable `AutoProcessor.from_pretrained` -> `cached_file` code path, making it the best representative of the loading-related issues in this set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:43986 is the most self-contained and actionable, but it is still not representative of the cluster as a whole.", + "best_issue_reason": "issue:44704 is the broadest and clearest issue to anchor the cluster; the others are mostly model-specific failures or unrelated warnings, while this one describes a general API-path defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Different problems: AutoProcessor video-model loading vs a testing_utils bug." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping fallback logic is unrelated to a physical-intelligence model load failure." - }, - { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both involve GLM models, but they are different code paths and failure modes." + "reason": "Both are Qwen3.5/MoE-adjacent, but one is a missing projection bug and the other is a missing config field; different underlying failures." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard size behavior." + "reason": "Different model families and different symptoms; this is not the same code-path bug." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both are warnings, but for different models and unrelated config issues." + "reason": "Weight-shape mismatch on model load is unrelated to missing attention projections in qwen3next." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different import/load failures affecting different processor stacks." + "reason": "Local-files-only network leakage and missing `embed_tokens.weight` are separate loading bugs." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:45859", "accept": false, - "reason": "Qwen3-MoE sliding window bug is unrelated to a testing_utils bug." + "reason": "Testing utility issue vs CPU-offload incompatibility in a rotary embedding; no shared concrete bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Different model families and different tensor/implementation issues." + "reason": "Both are import errors, but for different missing symbols and different underlying causes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different RoPE/config precision concerns with no shared code-path." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Removal of an API flag is unrelated to quantization save/load breakage." + "reason": "Config epsilon precision issue and GLM-5 RoPE implementation bug are distinct." }, { "left": "issue:43097", - "right": "issue:45588", + "right": "issue:43873", "accept": false, - "reason": "A removed config flag is not the same bug as flash_attention.py crashing on s_aux=None." + "reason": "Removal of a config flag and quantization/offloading behavior are not the same defect." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to Liger kernel application in model_init." + "reason": "Model loading failure and a testing-utils bug are unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and different failure sites." + "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation handling are different code paths." }, { - "left": "issue:44062", + "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument duplication is unrelated to tokenizer mapping fallback assumptions." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Missing projections in qwen3next is unrelated to a dropped config field in Qwen3_5MoeVisionConfig." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Different Qwen variants and different missing components; not the same underlying bug." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + "reason": "Missing torchvision in AutoProcessor for video models is unrelated to tokenizer mapping returning None." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying defect." + "reason": "3d_parallel training script failure and testing-utils bug are not the same issue." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "A removed API flag and quantized offloading behavior are not the same issue." + "reason": "Video-model import crash and chat-template tool-call crash affect different APIs and failures." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Both touch kwargs handling, but one is AutoProcessor caching and the other is auto_docstring annotation parsing." + "reason": "Missing torchvision crash and mistral_common ReasoningEffort import error are unrelated." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Processor loading with missing torchvision is unrelated to tokenizer mapping assumptions." + "reason": "Tokenizer decoder type regression and isolated reproduction of another issue are not the same bug." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Missing model export/import symbol is unrelated to a video AutoProcessor loading crash." + "reason": "Testing utils bug and flash_attention `s_aux=None` crash are different code paths." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Python version support failure is unrelated to an unknown backend name error." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the referenced reproduction issue." + "reason": "A testing utility bug is not the same as an xdist file-race bug, despite both touching tests." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific problems." + "reason": "Processor-loading crash and testing-utils bug have no shared underlying failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing checkpoint weights is unrelated to the save_pretrained shard-size default." + "reason": "Missing weight during load and a `max_shard_size` question are different issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "PyTorch precision warning during bfloat16 compilation is not the same as a compile+SDPA model failure." + "reason": "PyTorch precision warning during compile and SDPA compile failure are separate problems." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation error messaging and Pipeline save_pretrained are different behaviors." + "reason": "Pipeline translation warning text and inability to save Pipeline objects are unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern different models and unrelated causes." + "reason": "These are both warning-related, but they concern different warnings from different model behaviors." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save/load problems are unrelated to an infinite loop on a specific image." + "reason": "Saving dequantized models and an infinite-loop inference bug are entirely different." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving models/pipelines, but not the same code path or defect." + "reason": "Both mention saving, but one is dequantized-model persistence and the other is pipeline serialization." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Flash Attention support check for Nemotron is unrelated to GPT2 attention scaling being ignored." + "reason": "ESM2 breakage and a DeepSeek-v4 tensor op issue are unrelated." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "ESM2 breakage is unrelated to the deepseek-v4 tensor transpose issue." + "reason": "Whisper load failure and MaskGenerationPipeline batch-drop logic are different bugs." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and processor chat-template batching crash are different layers and failure modes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading error; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning under compile and flex_attention compilation failure are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Nemotron Flash Attention support and Python version compatibility are unrelated." + "reason": "Trailing-slash local-model import warning and bfloat16 compile warning are unrelated." } ] }, @@ -14449,317 +14503,323 @@ "component_index": 1, "component_count": 17, "review_unit_index": 46, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:36010", "issue:36683", "issue:38617", - "issue:42490", "issue:42757", "issue:42994", - "issue:43012", "issue:43064", "issue:43066", - "issue:43208", "issue:43299", "issue:43352", + "issue:43441", "issue:43475", "issue:43502", - "issue:43526", - "issue:43582", + "issue:43525", "issue:43611", "issue:43618", - "issue:43756", + "issue:43673", "issue:43761", - "issue:43792", "issue:43824", "issue:43867", + "issue:43881", "issue:43901", + "issue:43906", "issue:43937", + "issue:43976", + "issue:43992", "issue:44038", - "issue:44077", - "issue:44222", "issue:44230", + "issue:44242", "issue:44380", "issue:44483", "issue:44485", - "issue:44514", "issue:44625", "issue:44655", - "issue:44683", "issue:45216", "issue:45276", "issue:45290", + "issue:45310", "issue:45478", - "issue:45479", "issue:45698", "issue:45753", "issue:46077", + "issue:46082", "issue:46123", "issue:46132", "issue:46172", + "issue:46202", "issue:46209" ], "soft_pairs": [ - "issue:43792|issue:46123", - "issue:44380|issue:45479", - "issue:43064|issue:44380", - "issue:44380|issue:46132", - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:43012|issue:44683", - "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:43618|issue:43761", "issue:44038|issue:44230", "issue:38617|issue:43502", - "issue:43618|issue:44380", "issue:45698|issue:46172", + "issue:43673|issue:46123", "issue:44483|issue:45290", - "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43064|issue:44380", "issue:43299|issue:43867", - "issue:36683|issue:43475", "issue:43066|issue:46209", + "issue:36683|issue:43475", "issue:45276|issue:46077", "issue:42994|issue:44655", "issue:43901|issue:44655", - "issue:43299|issue:45753", - "issue:44077|issue:44380", "issue:36010|issue:42757", - "issue:36683|issue:44077", "issue:43352|issue:43937", - "issue:43611|issue:44655", "issue:44625|issue:46077", - "issue:43867|issue:45216" + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:46202" ], - "prepared_review_unit_hash": "1dddb39d6443b127fc569075278c664cd4d79eca67cdf3e78391ffcf54d7e07a", + "prepared_review_unit_hash": "649430e841854c8824772fb9a3406cef2b42fc4503f371fbfb12eb687dc81bc2", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs and regressions, with some loose thematic overlap around loading/saving and v5 API changes. None of the soft-edge pairs look like the same underlying defect closely enough to merge as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45698 is the best representative umbrella for the set because it is an active, broadly scoped save/load regression report with follow-up discussion, making it the most useful anchor among these mixed issues.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions (imports, config attrs, loading/saving, attention backends, and model-specific bugs). I do not see any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 breaking model loading paths. It is more central than the model-specific or one-off regressions, though the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest single issue to keep: it is concrete, currently open, and sits in the broad save/load serialization area that overlaps the most with nearby reports.", + "best_issue_reason": "Issue 43611 is the best single anchor for triage because it describes a concrete, broadly applicable v5 loading regression and is the closest thing here to a general umbrella problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different failures: Whisper model loading/runtime problem vs MaskGenerationPipeline partial-batch result dropping." + "reason": "Both are import errors, but for different symbols, different packages, and unrelated failure modes." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Unrelated code paths: attention-scaling backend behavior vs sequence-classification loss degeneracy." + "reason": "Same model family, but one is a v5 load/regression report and the other is fp8 inference support; not the same bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Different subsystems and symptoms: FSDP/optimizer state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "Layer import failure vs local_files_only network requests are unrelated." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different subsystems and different concrete failures: save/load custom module vs a DeepSeek tensor operation issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "One is backend attention scaling, the other is AttentionInterface registration semantics; not the same bug." + "reason": "Both involve generation/pipeline behavior, but the specific bug paths are unrelated." }, { "left": "issue:44483", - "right": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both involve chat APIs, but one is server/request validation and the other is VL processor batching with padding=False." + "reason": "Both touch chat APIs, but one is request validation and the other is chat template rendering with tool calls." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Completely different models and defects: xLSTM training blockers vs BeitImageProcessorFast label reduction." + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not clearly one bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Related to MoE/FP8 saving/loading, but one is FP8 save_pretrained and the other is Qwen3.5 MoE from_pretrained loading." + "reason": "Trainer/FSDP optimizer-state corruption and GPT2 attention scaling are different code paths." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3VL MoE-specific and the other is about sorted state_dict ordering." + }, + { + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Gemma3 config attribute error and Apple Silicon allocator TypeError are unrelated." + "reason": "Tokenizer decoder type and FP8 inference on B200 are unrelated." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both are compiler-related, but one is a warning during bfloat16 compilation and the other is a hard flex_attention failure on newer torch." + "reason": "Different models and different missing attributes; no shared underlying bug." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Import-warning-on-path-slash is unrelated to the bfloat16 precision warning." + "reason": "Both are Gemma4, but one is resize_token_embeddings and the other is bidirectional attention mask construction." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different packages and different call sites." + "reason": "Saving quantized models vs saving Pipeline objects are different save_pretrained problems." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both are CLIP regressions, but they affect different outputs: attentions missing vs hidden_states not returned." + "reason": "Docs mismatch for text classification pipeline is not the same as pipeline serialization failure." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Similar model family, but one is a general v5 bug report and the other is specific FP8 inference support." + "reason": "Both import errors, but for unrelated imports from different libraries." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Import failure for a config utility vs local_files_only still triggering API requests; distinct paths." + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are different issues." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "CLIP output-field regression is unrelated to GPT-2 attention-scaling backend behavior." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Save/load custom-module mismatch is unrelated to a DeepSeek V4 tensor transpose/dtype bug." + "reason": "Model loading with base_model_prefix and Pipeline save_pretrained serialization are different failure modes." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different chat-template failures: server request rejection vs assistant messages with tool calls and no content." + "reason": "Both concern checkpoint I/O, but one is load-time state_dict ordering and the other is incorrect saved checkpoints." }, { - "left": "issue:43756", + "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are different models and different bugs, so not the same defect." + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Qwen3VL MoE loading regression is distinct from a generic state_dict-sorted load error." + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:43525", "accept": false, - "reason": "Unrelated model/config attribute issues in Gemma3 vs SAM 3 Video." + "reason": "Both are missing config attributes, but for different models and different fields." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer decoder type regression and FP8 inference on B200 are unrelated." + "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Same model family, but resize-token-embedding propagation and bidirectional-attention masking are different code paths." + "reason": "Missing Gemma3 config field vs MoE load-balancing loss behavior are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are different serialization problems." + "reason": "Attention backend scaling and AttentionInterface.register behavior are different problems." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + "reason": "Different model-specific loading/config issues with no clear shared code path." }, { - "left": "issue:43299", + "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-MoE loading regression is not the same as an infinite-loop image-specific generation bug." + "reason": "The reproduction issue reference is too opaque here; no evidence it matches the Qwen3_5 infinite-loop bug." }, { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "Optional post_init enforcement in patchtsmixer is unrelated to GPT-2 attention scaling." - }, - { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Different missing imports from different modules; no shared underlying bug." + "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different bugs." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "FlashAttention support and Python version compatibility are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are different model/config issues." + "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure are different issues." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Model-loading regression with base_model_prefix is distinct from pipeline save_pretrained failure." + "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different concrete code-path problems." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are unrelated." + "reason": "Different model families and different from_pretrained/attention-related failures." }, { "left": "issue:43867", - "right": "issue:45216", + "right": "issue:46202", "accept": false, - "reason": "Generic sorted-state_dict load error and Qwen3.5 checkpoint save_pretrained regression are different problems." + "reason": "State_dict ordering load error and Gemma pipeline roundtrip token issue are unrelated." } ] }, @@ -14775,330 +14835,337 @@ "component_index": 1, "component_count": 17, "review_unit_index": 47, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:28282", + "issue:30333", "issue:33453", "issue:36296", "issue:36683", "issue:41669", + "issue:42548", "issue:42890", - "issue:43010", "issue:43064", + "issue:43097", "issue:43352", "issue:43502", - "issue:43525", "issue:43575", + "issue:43576", "issue:43618", - "issue:43723", "issue:43867", - "issue:43931", "issue:43976", "issue:43992", "issue:44062", - "issue:44077", "issue:44112", - "issue:44242", + "issue:44117", + "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", + "issue:44380", "issue:44387", "issue:44492", "issue:44556", + "issue:44655", + "issue:44749", "issue:44855", "issue:44857", "issue:44938", "issue:44964", - "issue:45071", - "issue:45216", - "issue:45278", - 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"issue:43010|issue:43976", - "issue:43618|issue:44077", "issue:36296|issue:43575", + "issue:43064|issue:44655", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42890|issue:45600", - "issue:43723|issue:44556", - "issue:44387|issue:44556" + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "6d6d84d4fa47b4de7a29b590e7bc5669d9b1fb0cd2e54e9c38fef08a0ca0fee4", + "prepared_review_unit_hash": "5089c93f43b3b39ec637aba50f3deea16595cf61db19e5a6ff0a2b604f4cf5f9", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - 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The only clear duplicate-like pair is the import-performance reports around `import transformers` being slow.", - "confidence": 0.74, - "canonical_issue_reason": "issue:41669 is the most specific root-cause report in the import-slowdown pair; it identifies `import *` usage and quantifies the impact.", + "summary": "The cluster is mostly heterogeneous. The only plausible duplicate pair is the import-time slowdown reports; the rest describe different models, subsystems, or failure modes and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:41669 is the more specific root-cause report for the import slowdown, while issue:44246 is the broader symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best overall issue here because it is concrete, actionable, and has a clearly stated cause/effect pair.", + "best_issue_reason": "issue:41669 is the best canonical issue for the only credible duplicate subgroup in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different model/config bugs: Gemma4 attention-mask logic vs LlamaConfig head_dim validation." + "reason": "Both mention import-related failures, but one is about compiled Python files and the other is a Python 3.13 JIT/decorator parsing error; different bugs." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both are Python-version complaints, but they describe different compatibility failures and likely different code paths." + "reason": "One is a generic state_dict loading error; the other is a missing Qwen3.5 vision config field. Not the same issue." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Unrelated model behaviors: Flash Attention support gate vs D-FINE auxiliary-loss handling." + "reason": "Different model families and different failure modes: attention scaling/backend behavior vs degenerate zero-loss classification." }, { "left": "issue:36683", - "right": "issue:43525", + "right": "issue:44117", "accept": false, - "reason": "Similar symptom class, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + "reason": "A missing Gemma3 config attribute is unrelated to tokenizer mapping returning None." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained regression." + "reason": "Both involve attention backends, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; not mergeable as one fix." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report transformers import-time slowness, and issue:41669 points to a concrete cause that plausibly explains the broader symptom in issue:44246." + }, + { + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Different bugs: missing config attribute during load vs MoE load-balancing loss omission." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are unrelated code paths." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Both are loading/model issues, but one is Flash Attention support and the other is a weight-shape mismatch." + "reason": "A removed config option and FlashAttention support are unrelated regression reports." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Training-state corruption and a cache-strategy typo are unrelated." + "reason": "Both are test flakiness reports, but one is missing set_seed in SamHQ tests and the other is an xdist file race in testing utils; different fixes." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different model-loading failures in different architectures and code paths." + "reason": "Trainer optimizer-state corruption and a typo in cache strategies are unrelated." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "One is a cache update no_grad concern; the other is broad import errors after upgrade." + "reason": "Both are Python-version compatibility problems, but they affect different versions and appear to stem from different causes." }, { "left": "issue:43867", - "right": "issue:46202", + "right": "issue:45357", "accept": false, - "reason": "State-dict ordering/load error is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "State_dict loading errors and incorrect visual encoder keys in save_pretrained are different issues." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both affect importing/compiled Python, but the causes are different (`compiled` files vs `torch.jit.script` parsing)." + "reason": "Different models and different load failures; one misses a weight during from_pretrained, the other is a generic Qwen3.5 MoE error." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Different regressions: state_dict loading vs a missing Qwen3.5 vision config field." + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp; related area but not the same concrete defect." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Same underlying import-performance problem: one reports a concrete root cause (`import *`), the other reports the same slow-import symptom." + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking breakage are distinct." + "reason": "PyTorch missing dependency import error and tokenizer loading regression are unrelated." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Different areas: config attribute error in model load vs FSDP/PEFT optimizer-state mismatch." + "reason": "Both touch CLIP-related outputs/models, but one is attentions not assigned and the other is structural inconsistency between text model classes." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "A flaky integration test due to missing seeds is not the same as an xdist race on captured_info.txt." + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crashes are unrelated." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Specific cache no_grad behavior vs a broad complaint that v5 breaks many models." + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Different Qwen-related regressions: state_dict load error vs incorrect save_pretrained visual-encoder keys." + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation issues are different bugs." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Different model families and failure modes; both are load errors, but not the same bug." + "reason": "A DSA indexer ReLU omission is unrelated to DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache update semantics and Python-version compatibility are unrelated." + "reason": "A flaky SamHQ integration test and a Phi-4 multimodal model load failure are unrelated." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "CLIPOutput attentions and patchtsmixer post_init allowance are separate issues." + "reason": "Local-files-only still making API calls is unrelated to AddedToken receiving duplicate special arguments." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + "reason": "Both are CI/test issues, but one is a missing seed and the other is a stale device override test; not the same underlying bug." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "ImportError for missing PyTorch vs tokenizer-loading regression are unrelated." + "reason": "SamHQ test flakiness and auto_mappings references to removed configs are different CI failures." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both touch CLIP internals, but one is attentions in output objects and the other is model-structure inconsistency." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan for Qwen3.5 MoE are separate features/bugs." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Different model areas and failures: CLIP output fields vs LwDetrImageLoss AMP crash." + "reason": "The titles are too broad to treat as the same bug; one is a specific SamHQ test flake, the other is an unspecified testing_utils issue." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "DSA indexer activation bug and DeepseekV3MoE implementation divergence are unrelated." + "reason": "A broken `transformers env` command and changed AttentionInterface.register behavior are unrelated." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A flaky SamHQ test is unrelated to Phi-4 multimodal loading." + "reason": "Both are import errors, but they are for different symbols and likely different missing-export causes." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/library bugs." + "reason": "Compiled Python file import errors are unrelated to a v4.57-to-v5.3 data filtering slowdown regression." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Different CI/test issues: seed initialization vs stale device override behavior." + "reason": "Same model family, but one is specifically missing `_tp_plan` for tensor parallelism while the other is a generic from_pretrained error; not enough to call them the same bug." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "A flaky test issue and broken auto_mappings references are different classes of failures." + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:43723", + "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are load regressions after v5, but one is tokenizer loading and the other is checkpoint reload compatibility." + "reason": "Int4 quantization memory growth and checkpoint reload failures after upgrading versions are different issues." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Quantization OOM and checkpoint reload failure are unrelated." + "reason": "Tensor-parallel plan missing for Qwen3_5MoeForConditionalGeneration is unrelated to a missing vision config field." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:41669 vs issue:44246, is plausibly the same import-performance bug, and the rest are appropriately rejected as distinct failures." + "feedback": "Grounded and conservative overall. The only accepted pair, issue:41669 with issue:44246, is well-supported by the packet as an import-time slowdown cluster, and the rest of the soft-edge rejections stay on the safe side without overclaiming equivalence." }, "evaluator_used": true, "retried": false, @@ -15111,13 +15178,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 48, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:30333", "issue:30990", @@ -15130,334 +15197,326 @@ "issue:42548", "issue:42757", "issue:42831", - "issue:42890", "issue:43010", - "issue:43065", - "issue:43232", "issue:43299", "issue:43502", "issue:43526", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", "issue:43901", + "issue:43976", + "issue:44038", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", - "issue:44485", - "issue:44492", + "issue:44368", + "issue:44393", "issue:44556", + "issue:44623", "issue:44655", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", - "issue:45341", - "issue:45375", + "issue:45230", + "issue:45278", "issue:45468", - "issue:45478", - "issue:46132", - "issue:46143", - "issue:46144", + "issue:45542", + "issue:45656", + "issue:45850", + "issue:46095", "issue:46209" ], "soft_pairs": [ - "issue:44222|issue:45125", - "issue:42890|issue:45341", - "issue:43576|issue:46132", - "issue:43010|issue:43065", - "issue:43502|issue:44485", - "issue:42548|issue:44351", - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:43010|issue:43232", - "issue:45125|issue:45375", + "issue:43010|issue:45278", "issue:30990|issue:31795", + "issue:43723|issue:44556", "issue:43502|issue:44222", "issue:42831|issue:43874", - "issue:43299|issue:44556", "issue:43502|issue:44961", - "issue:43827|issue:44961", + "issue:43010|issue:45850", + "issue:43010|issue:44368", "issue:30333|issue:36296", + "issue:43827|issue:44961", "issue:44355|issue:45071", - "issue:44315|issue:44360", "issue:44355|issue:44655", + "issue:44315|issue:44360", "issue:33453|issue:34689", + "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:43576|issue:45071", "issue:33453|issue:36296", + "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:44222|issue:44230", "issue:44961|issue:45468", "issue:31795|issue:38617", - "issue:41628|issue:42548", + "issue:43010|issue:43976", "issue:43576|issue:44938", + "issue:41628|issue:42548", "issue:44908|issue:44961", - "issue:44485|issue:44961", "issue:44315|issue:46209", - "issue:46143|issue:46144", "issue:36296|issue:43901", "issue:36296|issue:43526", - "issue:43673|issue:44492" + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071" ], - "prepared_review_unit_hash": "70631510a2c10c09bb5f9f219bb7fcc29085eba7fe51e73c12aafe96e1e24006", + "prepared_review_unit_hash": "832108b5b9ac90fac7f18c9dfd3593cea866cad80f5f41728b9923472bac8f90", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38395, - "estimated_input_tokens": 9599, - "estimated_eval_tokens": 19454 + "soft_pair_count": 36, + "serialized_chars": 37812, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mixes unrelated regressions across loading, imports, tensor parallelism, FP8, docs, tests, and RoFormer-specific behavior. There is no strong duplicate core, so all soft edges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44556 is the broadest user-facing regression here: a version-upgrade checkpoint reload failure. It is the closest anchor to the repeated loading/import-breakage reports, though the cluster is still too mixed to treat it as a true duplicate bucket.", + "summary": "These items are mostly unrelated; the only loose theme is v5-era loading/import regressions, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, covering post-upgrade import/loading breakage without being overly tied to one narrow code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best representative issue for the cluster because it captures the general v4\u2192v5 loading regression theme better than the more specialized model-, CLI-, or test-specific reports.", + "best_issue_reason": "issue:45278 is the safest single issue to anchor duplicate triage in this set because it best captures the recurring user-facing v5 compatibility complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "Both involve FP8/Qwen/MoE, but one is about save_pretrained and the other about tensor-parallel plan/loading; different bugs." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "Both touch test reliability, but one is missing set_seed in a specific SAM HQ test and the other is a generic testing_utils bug." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "CLI env-command breakage and AttentionInterface.register behavior are unrelated code paths." - }, { "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache/Layer update no_grad decoration and Sam3PixelDecoder dummy Conv2d are different implementation issues." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors and a performance slowdown after upgrade are not the same bug." - }, - { - "left": "issue:45125", - "right": "issue:45478", + "right": "issue:45278", "accept": false, - "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not clearly one underlying defect." + "reason": "Different bugs: cache/layer update no_grad handling vs broad import failures after upgrading versions." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "MLflow reporting on training failure and tokenizer loading regression are unrelated." + "reason": "Loading hang for Sentence Transformers vs a docs-only confusion about forward arguments." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Cache update no_grad and generation after sync_gpus are different generation-path bugs." + "reason": "Both involve loading, but one is tokenizer loading regression while the other is reloading a checkpoint after a v4->v5 upgrade." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3_5Moe issues." + "reason": "Local-files-only network requests and FP8 save_pretrained are unrelated code paths." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." + "reason": "FP8 accuracy issue vs a missing image-patch method causing an AttributeError." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "Network requests despite local_files_only and FP8 save_pretrained are different failures." + "reason": "Network-request bug vs an unrelated placeholder issue title; no shared bug path." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "FP8 accuracy and a missing image-patch helper in GLM46V are distinct bugs." + "reason": "A specific no_grad decoration bug is not the same as a broad complaint that v5 breaks many models." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is a general checkpoint reload issue." + "reason": "Cache/layer update semantics vs a warning about tie_word_embeddings in LoRA fine-tuning." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "local_files_only network leakage and an unrelated placeholder issue have nothing in common." + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bug are different training issues." + "reason": "Compiled-file import/runtime errors are different from PretrainedConfig type-checking failures." }, { "left": "issue:44355", - "right": "issue:45071", + "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different breakages." + "reason": "Running compiled Python files and saving Pipeline objects are separate failure modes." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel model_init behavior and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applied with model_init is unrelated to a missing ReLU in the DSA indexer." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are different API failures." + "reason": "Both are loading regressions, but they target different artifacts and concrete symptoms." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading regression are not the same bug." + "reason": "Qwen3VL MoE model loading breakage is distinct from reloading an older checkpoint after version upgrades." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Hugging Face Hub import error and broken env CLI command are unrelated." + "reason": "An import from huggingface_hub is not the same as the transformers env command being broken." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command failure and a model-class import error are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same underlying code path." + }, + { + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig type checking; too broad to merge." + "reason": "Decorating cache/layer update with no_grad is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and Qwen2_5_VLForConditionalGeneration import failure are separate issues." + "reason": "The env command issue and the Qwen2.5-VL import error are different regressions." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not one concrete bug." + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma-4 audio positional encoding are unrelated." + "reason": "A placeholder title is unrelated to the Gemma-4 audio positional encoding bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion around model.forward and an import error for layer_type_validation do not match." + "reason": "Documentation wording is unrelated to an ImportError for layer_type_validation." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different package-regression causes." + "reason": "No_grad on update paths is unrelated to a Python-version compatibility issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env CLI in v5 and Python 3.14 load failure are different environment issues." + "reason": "Broken env command and Python 3.14 load failure are separate compatibility problems." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-symbol reports." }, { - "left": "issue:44485", + "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and placeholder issue are unrelated." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init and FP8 inference on B200 are different acceleration-path bugs." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both concern RoFormer, but one is missing kwargs forwarding and the other is attention-interface usage; not the same concrete bug." + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as an underspecified generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and a TensorFlow backend issue from tensorboard-only installs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same underlying problem." + "reason": "A general Qwen3-VL-Moe bug report is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3.5 MOE is unrelated to asking about a conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading issues and unsafe sys.modules access are different code-path problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output errors are unrelated to PretrainedConfig type-checking regressions." } ] }, @@ -15473,13 +15532,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 49, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:31795", "issue:33453", @@ -15493,10 +15552,9 @@ "issue:43576", "issue:43673", "issue:43827", + "issue:43874", "issue:43976", - "issue:44038", "issue:44077", - "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -15504,49 +15562,42 @@ "issue:44315", "issue:44351", "issue:44360", + "issue:44373", "issue:44393", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44945", - "issue:45003", + "issue:44961", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", - "issue:46095", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44273|issue:45003", - "issue:44393|issue:45071", + "issue:44373|issue:44961", "issue:43576|issue:44556", - "issue:44393|issue:45753", "issue:43525|issue:45850", + "issue:44393|issue:45753", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:44492|issue:45850", - "issue:42371|issue:44492", - "issue:45278|issue:45850", + "issue:45362|issue:45850", "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", @@ -15560,286 +15611,301 @@ "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:43976|issue:45850", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", "issue:43976|issue:46218", - "issue:44492|issue:44945", "issue:44393|issue:45478", "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", + "issue:41669|issue:44492", "issue:44315|issue:44829", + "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44655|issue:44861" + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172" ], - "prepared_review_unit_hash": "aa177d43b6779880f364b76d0e5e7a6f727f368ec0968b854bfbe0793959b401", + "prepared_review_unit_hash": "5361dfdb659e60c226b6e0173eb613c7d8f498caa0331f6a72298f3cdc1afbc2", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39058, - "estimated_input_tokens": 9765, - "estimated_eval_tokens": 19786 + "soft_pair_count": 41, + "serialized_chars": 39201, + "estimated_input_tokens": 9801, + "estimated_eval_tokens": 19858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific failures, docs issues, and import/lazy-loading complaints. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the best umbrella representative: it clearly captures the broad v4.57 -> v5.5 upgrade breakage theme with concrete import failures, which is closer to the cluster\u2019s common regression pattern than the more generic complaints.", + "summary": "These items are mostly unrelated Transformers issues across docs, import/export, model-config, and version-regression reports. None of the soft pairs look like the same concrete bug or change, so I rejected all of them; the best cluster representative is a broad v5-regression umbrella issue.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s recurring theme: v5 causing widespread breakage. It\u2019s more suitable as an umbrella than the narrower model- or API-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest standalone issue in this set because it is concrete, versioned, and broadly representative of the v5 compatibility regressions seen elsewhere in the cluster.", + "best_issue_reason": "issue:45850 is the best single issue to represent the cluster because it is open and general enough to summarize the common \u2018v5 breaks many models\u2019 regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Both are user complaints, but one is a specific chat crash for Qwen3.5-35B and the other is a vague \u201ctoo many models\u201d regression report; not the same bug." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing processor save files vs an unlabeled generic bug report; no concrete shared code path." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading behavior and a TensorBoard/TF backend error are unrelated issues." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Different Qwen3-VL/Moe problems: one is a bug report, the other is missing tensor-parallel plan support." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 support request is not the same as asking for a weight conversion script." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading malfunction is distinct from unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Qwen3-VL bounding-box output failure and PretrainedConfig type-checking breakage are different code paths." + "reason": "Docstring wording for position_ids is unrelated to the placeholder 'racoon' issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are unrelated." + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different code paths." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both involve Qwen3-VL-ish behavior, but one is bounding-box output failure and the other is an infinite-loop on a specific image." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same underlying problem as a broad 'many models break' report." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, not the broad generic v5 breakage complaint." + "reason": "Both mention Qwen3-family models, but one is a 2D box output hallucination and the other is an infinite-loop image case; not the same bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance concern is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Import-star performance cleanup and missing GenerationMixin cache in chunked_prefill are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade-related, but one is checkpoint reload incompatibility and the other is remote-code meta-init incompatibility." + "reason": "Both are upgrade-incompatibility reports, but they concern different models and different failure mechanisms." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_id regression is model-specific and not the same as the generic \u201cbreaks too many models\u201d report." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A cache-strategy typo is not the same issue as broad v5 model breakage." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API migration warning and cache-strategy typo do not share a concrete bug." + "reason": "A missing StableLmConfig field is a model-specific config regression, not the same issue as a general v5 breakage umbrella." }, { - "left": "issue:45278", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "They are both broad v5 complaints, but 45278 is specifically about import errors after upgrade while 45850 is a generic summary; too vague to treat as the same bug." + "reason": "Qwen3.5 chat crashing is model-specific and does not match the broad general regression report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from star imports is unrelated to failing to import Qwen3_5ForCausalLM." + "reason": "General import-star/lazy-load cleanup is unrelated to failing to import Qwen3_5ForCausalLM." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown and lazy-loading failure are different symptoms with different likely fixes." + "reason": "Import being slow sometimes and lazy loading not working properly are related in theme, but not the same concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and an inverse_sqrt scheduler kwargs bug are unrelated." + "reason": "Seed-related flaky test failures are unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video vs sam3_tracker model-type warning is unrelated to Liger Kernel not being applied with model_init." + "reason": "A model-type mismatch warning in SAM3 is unrelated to Liger Kernel not being applied via model_init." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling affect different subsystems." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different APIs and bugs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + "reason": "Tokenizer save metadata mismatch is unrelated to a generic bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error and a generic bug report do not line up as duplicates." + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, not a generic report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bounding-box hallucination/output problems." + "reason": "Flash-Attn-2 unsupported for Nemotron is unrelated to Qwen3-VL bounding-box output issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility issue and Qwen3-VL output bug are different." + "reason": "Python-version compatibility and Qwen3-VL output quality are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "`transformers env` command breakage and scheduler kwargs omission are unrelated." + "reason": "transformers env CLI breakage and inverse_sqrt scheduler kwargs are different subsystems." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Both are API/compatibility complaints, but one is scheduler kwargs being ignored and the other is type-checking breakage in PretrainedConfig." + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Star-import performance issue is not the same as missing HybridCache export/import failure." + "reason": "Import-star usage in models does not match a missing exported HybridCache symbol." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown from star imports and a testing_utils bug are unrelated." + "reason": "Import-performance cleanup is unrelated to a testing_utils bug." }, { - "left": "issue:43976", + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Python version support regression is not the same as broad model breakage after v5." + "reason": "Both are broad v5 regressions, but one is import errors after upgrade and the other is a generic breakage complaint; not the same concrete issue." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Python support mismatch and missing Qwen3_5ForCausalLM import are distinct issues." + "reason": "Missing generation cache during chunked prefill is unrelated to a typo in cache strategy docs/code." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Kwargs propagation through RoFormer methods and attention-interface usage are related areas, but not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-patch helper in GLM46V is a specific multimodal bug, not the same as a broad v5 breakage issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Cache-strategy typo and incorrect output under pipeline parallelism are unrelated." + "reason": "Python compatibility problems are unrelated to a specific Qwen3_5 import failure." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box errors and Qwen3.5 Moe from_pretrained failures are different model bugs." + "reason": "Qwen3-VL bounding-box hallucination and Qwen3.5 MoE from_pretrained errors are different failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and _get_tied_weight_keys AttributeError are unrelated implementation bugs." + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys list handling are different validation/utility bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() and inverse_sqrt kwargs handling are not the same underlying issue." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around model.forward parameters and tokenizer loading regression are unrelated." + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/performance and cache-strategy typo are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different failures." + "reason": "Liger Kernel application via model_init and flash_attention_3 degenerate training are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration and cache strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction affect different code paths." + "reason": "Broken env command and lazy loading not working are different import/CLI concerns." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same underlying issue." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are different bugs." + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env CLI breakage and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-removal docs and cache-strategy typo do not describe the same change." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating and a deepseek-v4 tensor transpose bug are different model issues." } ] }, @@ -15855,13 +15921,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 50, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", + "cluster_id": "cluster-10000-435", "nodes": [ "issue:30333", "issue:31515", @@ -15869,6 +15935,7 @@ "issue:33453", "issue:34689", "issue:36296", + "issue:37934", "issue:38617", "issue:41669", "issue:42371", @@ -15882,26 +15949,21 @@ "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", - "issue:43618", "issue:43668", "issue:43704", "issue:43717", + "issue:43813", "issue:44031", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", "issue:44351", "issue:44485", - "issue:44492", "issue:44623", "issue:44861", "issue:44908", - "issue:44938", "issue:44998", - "issue:45230", "issue:45290", "issue:45310", "issue:45468", @@ -15909,21 +15971,16 @@ "issue:46018", "issue:46095", "issue:46144", - "issue:46172", "issue:46218" ], "soft_pairs": [ - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31515|issue:31795", - "issue:44485|issue:45468", "issue:43298|issue:46095", + "issue:44485|issue:45468", "issue:43704|issue:44485", "issue:45850|issue:46218", "issue:43502|issue:43519", @@ -15937,15 +15994,15 @@ "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44492|issue:44998", - "issue:43618|issue:44998", - "issue:44998|issue:45850", "issue:44861|issue:45290", - "issue:44938|issue:44998", "issue:43525|issue:44861", + "issue:43704|issue:44998", "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", + "issue:44998|issue:46218", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", @@ -15957,400 +16014,311 @@ "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", - "issue:42936|issue:46144" + "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": "a7a13e120ffa04559eb88b88f8080e15e795111700126b36dc950124f7c36307", + "prepared_review_unit_hash": "bab3461598ae2b52ee307afad02f7eec566441c015fbea4cb9bcf045c358dbb0", "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40215, - "estimated_input_tokens": 10054, - "estimated_eval_tokens": 20364 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 46, + "serialized_chars": 37851, + "estimated_input_tokens": 9463, + "estimated_eval_tokens": 19182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy similarity around Transformers v5/model-loading regressions, but the individual issues are still mostly distinct concrete bugs. I would keep one broad umbrella issue and reject the soft duplicate links.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared v5-regression theme; the others are narrower, model-specific failures or unrelated bugs.", + "summary": "This cluster is mostly heterogeneous. The only loose common thread is Transformers v5/model-loading/tokenizer regression chatter, but the soft pairs still describe different concrete bugs or feature requests, so none should be merged as duplicates. The broadest umbrella issue is the best representative, though it is not a true duplicate anchor.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the repeated v5 regression theme across the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global representative because it captures the widest user-visible symptom without overcommitting to one specific code path.", + "best_issue_reason": "If one issue must represent this cluster, 45850 is the most central and general; the rest are narrower manifestations or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying bug." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken `transformers env` command and missing `Qwen3_5ForCausalLM` import are different failure modes." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 gating issue vs a specific tensor transpose bug in deepseek-v4; different code paths." - }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are model-specific but distinct bugs." + "reason": "Different bugs in different model components: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler kwargs being ignored." + "reason": "Processor timestamp calculation is unrelated to scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward arguments is unrelated to a model loading regression." + "reason": "Documentation confusion about forward args is not the same as a model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-doc confusion are not the same bug." + "reason": "Checkpoint loading slowness and forward-doc confusion are different problems." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Both touch positional/encoding concepts, but they affect different models and different implementation errors." + "reason": "Continuous batching audio support and a weight-conversion-script question are not the same code-path bug." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion support." + "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation details." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage and a specific module import error are not one concrete bug." + "reason": "A broad v5 regression umbrella is not the same bug as missing Qwen3_5ForCausalLM import." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage is unrelated to Qwen3VL timestamp computation." + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings issue is unrelated to a Qwen3ForCausalLM VRAM leak." + "reason": "TF32 settings guidance is unrelated to a memory leak." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing files in `processor.save_pretrained(...)` are different issues." + "reason": "Processor timestamp math and processor.save_pretrained missing files are distinct issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different subsystems and different symptoms: processor timestamps vs model threading memory leak." + "reason": "Different bugs in different subsystems: timestamp calculation vs VRAM leak." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A `torch.split()` return-value issue is not the same as a Gemma audio positional encoding bug." + "reason": "torch.split return handling is unrelated to audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different configuration precision bug." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different configuration bug." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are separate import failures." + "reason": "Two separate import failures for different symbols/models." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support error is a different capability check than a module import failure." + "reason": "Flash Attention 2 support gap is unrelated to importing Qwen3_5ForCausalLM." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both relate to tokenizer changes in v5, but one is behavior differences and the other is a wrong decoder type; too broad to merge." + "reason": "Both involve tokenizers, but one is behavior drift and the other is an incorrect decoder type; not clearly the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to an off-topic/unemployment issue." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "The placeholder issue is not a real duplicate of broad v5 model breakage." + "reason": "Tied-weights key crash is unrelated to chat template crashes with tool calls." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." + "reason": "Missing pad_token_id and tied-weight-key list handling are different config/runtime errors." }, { - "left": "issue:44938", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the unrelated placeholder issue." + "reason": "A VRAM leak is unrelated to the off-topic issue." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weights key handling." + "reason": "Tokenizer decoder-type bug is unrelated to the off-topic issue." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:41669", + "right": "issue:44998", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a different config field regression." + "reason": "Import-star cleanup/perf issue is unrelated to the off-topic issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow pretrained loading and a missing symbol import are unrelated failures." + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are not the same failure." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request is unrelated to missing processor save files." + "reason": "FP8 support request and missing processor files are different features/bugs." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic issue and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job status reporting and slow checkpoint loading are unrelated issues." + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint load slowness." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load speed and tensor-parallel training bug are not the same problem." + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is unrelated to Qwen3.5 MoE from_pretrained loading failure." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained failure are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are different bugs." + "reason": "General checkpoint loading slowness is not the same as tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are distinct feature gaps." + "reason": "Continuous batching audio support and FP8 inference support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Weight initialization logic in Mamba/Mamba-2 is unrelated to RoFormer attention interface usage." + "reason": "Mamba init_weights usage and RoFormer attention interface are different model-specific changes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 expert gating." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Type hint for `norm_eps` and tokenizer regex warnings are different issues." + "reason": "A config type hint issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignore-value usage and kwargs not passed to loss are separate training bugs." + "reason": "Mask2former ignore_value and loss kwargs propagation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." + "reason": "Loss kwargs propagation is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", - "accept": false, - "reason": "Mask2former loss parameter issue is unrelated to tokenizer regex warnings." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Ignore-value bug and RoFormer attention-interface bug are not the same code-path problem." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 51, - "review_unit_count": 51, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-434", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813" - ], - "soft_pairs": [ - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "af87c2d98c0cb76efda8787351019aa9c61b27a8e71dd39f2e2c17e46a9adcf8", - "component_budget": { - "node_count": 434, - "item_count": 434, - "soft_pair_count": 1606, - "serialized_chars": 831070, - "estimated_input_tokens": 207768, - "estimated_eval_tokens": 415792 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 4303, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The cluster is heterogeneous: model-specific norm behavior, a Mask2Former loss bug, a kwargs plumbing bug, a ModernBERT type-hint issue, and an unrelated typo. No soft duplicate pairs look like the same underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "Issue #43240 is the strongest standalone bug report: it describes a concrete functional problem, has broader context, and is more substantial than the small typo/type-hint reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "accept": false, + "reason": "Mask2former ignore_value is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: segmentation ignore_value vs attention interface." + }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different problem domains: Mask2Former ignore_value handling vs a typo in a quantization attribute name. No shared code path or underlying bug." + "reason": "Mask2former ignore_value is unrelated to the orig_conversion typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "One is missing kwargs in loss computation; the other is an incorrect type hint on a config field. These are unrelated fixes." + "reason": "Loss kwargs handling and a type-hint correction are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A ModernBERT config typing issue and a quantization typo are not the same bug and would not be merged as one PR." + "reason": "Incorrect type hint and a typo in a conversion path are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but they concern different models and different problems: Llama4 norm semantics vs ModernBERT norm_eps typing." + "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERTConfig type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss/ignore_value behavior is unrelated to a ModernBERT config type-hint typo." + "reason": "Mask2former ignore_value and ModernBERT norm_eps type hints are unrelated." } ] }, @@ -16369,8 +16337,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16383,52 +16351,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "0c7fa9e24bf0f10681b8ee8c6392a2926912bfe7ac33dbd24f7cd0c24750b725", + "prepared_review_unit_hash": "678d25dc7fbddee73b8e75e4c8cf7c03f7f730b86cd459d2781333538fda0c7e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about token truncation direction, one about ReduceLROnPlateau-style scheduler behavior, and one about Wav2Vec2 word boundary timestamps. They only share vague transformer/model-library similarity.", + "summary": "These three issues are unrelated feature requests across different parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No duplicate cluster is present; all soft links should be rejected.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, but it is still unrelated to the other two; it concerns truncating from the beginning vs end in tokenization.", + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, with a clear API change proposal and specific truncation behavior described.", "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the clearest representative of a specific feature request. The other issues address completely different subsystems (LR scheduling and audio word offsets), so there is no true duplicate cluster member.", + "best_issue_reason": "Issue #10519 is the best representative if a single issue must anchor the cluster, because it is the most specific and actionable of the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Token truncation direction vs. Wav2Vec2 word time offsets are unrelated features in different code paths." + "reason": "Different subsystems and problems: tokenizer truncation vs Wav2Vec2 alignment offsets. No shared bug or change target." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduling are entirely different requests." + "reason": "Unrelated topics: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduling functionality. Not the same underlying issue." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and extracting word start/end offsets from Wav2Vec2 are not the same underlying bug or change." + "reason": "A scheduler feature request and a Wav2Vec2 word-timing request are distinct and do not describe the same bug or change." } ] }, @@ -16447,8 +16415,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16460,12 +16428,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "17963fde7257e6ba3811162db59985e9d67fb9eba9cf337ba3c58f5641473c4d", + "prepared_review_unit_hash": "f97000b2762e4b233a937db7a3d5b1357dbb83c89306b6bedade14e36f38c535", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16473,7 +16441,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16482,24 +16450,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not describe the same underlying bug. #13244 is about Tapas tokenization output differing from TensorFlow code, #15980 is about a bad/private-model download auth error, and #16618 is a generic model-loading failure. No duplicate pair is strong enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the reports target distinct problems, so none should anchor the cluster as a duplicate set.", + "summary": "The three issues are only loosely similar around model/tokenization/loading, but they describe different problems: tokenizer mismatch, private-model auth/download messaging, and a Bert model load failure. I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical duplicate exists; the issues target different failure modes and user experiences.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the broadest and most central of the three because it concerns general model loading, but it is still separate from the other two issues.", + "best_issue_reason": "Issue 16618 is the broadest user-facing model-loading problem, but it is still not the same bug as the other two and should not be treated as a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization mismatch vs. a generic model-loading failure. No clear same underlying bug." + "reason": "Tokenization behavior for Tapas is a different code path from a generic \"can't load model\" failure; the titles indicate unrelated bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about private-model download/auth messaging, while #16618 is a public model load failure. Similar surface symptoms, different root cause." + "reason": "One is an auth/error-message problem for private model downloads, the other is a model-load failure for bert-base-uncased; they are not the same underlying issue." } ] }, @@ -16518,8 +16486,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16529,12 +16497,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "213185ee568230238bfab6282a059ceffe8e472ac5758271bffccd680e7214c2", + "prepared_review_unit_hash": "f95bd5a63e0a459e62c39cda234fbfb86e7252b04ddf25b5cebd4fe9fcd7adf6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16542,7 +16510,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16551,18 +16519,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related community contribution requests, but they target different features and different code paths: Flash Attention 2 support vs GGUF support. They should not be merged as duplicates.", + "summary": "These are both community contribution feature requests about adding support for more architectures, but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is the more established and heavily discussed request, so it is the better representative issue for the cluster, but it is not the same underlying problem as 33260.", + "canonical_issue_reason": "Issue 26350 is the more established representative of the cluster, with much higher discussion activity and a broader architecture-support framing.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the strongest single issue to anchor the cluster because it has much higher discussion activity and is a clear standalone feature request.", + "best_issue_reason": "Issue 26350 is the best issue anchor because it is the most actively discussed and serves as the clearest representative of the feature-request theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 architecture support versus GGUF architecture support. They involve different underlying changes and are not duplicates." + "reason": "Reject: these request different capabilities (Flash Attention 2 support vs GGUF support). They are related only at a high-level theme of broader architecture support, not the same underlying change." } ] }, @@ -16622,12 +16590,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "fca16a024de5152dec7bee8a22855c9fa85c3c7ef9adb110784fa206e85fca37", + "prepared_review_unit_hash": "81a2c3ba5a52775e54bdfa044595db725af5a14ba39fddea7ad02a240a0a90cc", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, + "serialized_chars": 13688, "estimated_input_tokens": 3422, "estimated_eval_tokens": 7100 }, @@ -16635,7 +16603,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, + "serialized_chars": 13688, "estimated_input_tokens": 3422, "estimated_eval_tokens": 7100 }, @@ -16644,162 +16612,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all i18n documentation-translation requests, but they target different languages. The near-identical generic-template issues are still separate translation requests rather than one underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44370 is the most central representative of the repeated placeholder-style translation requests, but the cluster is not a true duplicate set because the others are language-specific variants.", + "summary": "These are mostly template-shaped i18n doc-translation requests, but they target different languages, so they are not true duplicates. The high similarity is caused by the shared issue template rather than the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate: the issues request translations into different languages, so they should not be collapsed into one ticket.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44370 is the best representative issue in this cluster: it matches the common placeholder template and sits closest to the other generic i18n requests.", + "best_issue_reason": "Issue 43834 is the cleanest representative of the generic translation template, but it is not a safe duplicate canonical for the language-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request; no evidence they are the same language or same underlying task." + "reason": "Different target languages; same template wording is not enough to make them the same request." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different translation request; same i18n theme, but not the same concrete issue." + "reason": "Different target languages; these are separate localization requests." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request for another language; not a duplicate." + "reason": "Turkish vs. another language request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Generic-template similarity only; still a separate translation issue." + "reason": "Different language-specific translation request, despite similar template text." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian docs translation; distinct issues." + "reason": "Different target languages; should remain separate tickets." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish docs translation; distinct issues." + "reason": "Turkish and Spanish translation requests are distinct." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic template issue; no same-language evidence." + "reason": "Spanish request versus generic template issue; not the same underlying ticket." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request and a different generic-template request; not the same issue." + "reason": "Different languages; same template does not imply duplication." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian docs translation; separate requests." + "reason": "Spanish vs. Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder issue." + "reason": "Different language targets; not mergeable as one issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are not the same concrete task." + "reason": "Both are translation requests, but for different languages." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian docs translation vs a different placeholder request; distinct issues." + "reason": "Different target languages; not the same request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request and another generic-template request; not duplicates." + "reason": "Romanian request versus another language request; reject duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian vs generic template; only broad i18n similarity." + "reason": "Template similarity only; the language targets differ." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different target languages; separate translation requests." + "reason": "The Thai-text issue is not the same underlying translation request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder-style i18n issues, but no proof they are the same language/request." + "reason": "These share a template, but the actual language requests are different." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Near-identical template text, but still separate issue instances without a shared concrete target." + "reason": "Generic template issue versus a specific language request; not duplicates." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Generic translation templates, but no same underlying language-specific task." + "reason": "Different target languages; reject duplicate." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder template vs Thai-language request; not the same issue." + "reason": "The Thai-language text appears unrelated to the generic translation template request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Template-like i18n issues, but no evidence of one concrete duplicated request." + "reason": "Different language targets; same template wording is not sufficient." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Very similar templates, yet still separate issue entries without a shared language target." + "reason": "These are separate translation requests for different languages." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai translation request; distinct tasks." + "reason": "Different underlying request; 46226 is not the same translation ticket." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Even with identical titles, these appear to be separate issue instances rather than one concrete translation request." + "reason": "The issues are template-similar but language-specific and distinct." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue vs Thai-language request; not the same underlying change." + "reason": "Different target languages / content; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Both are translation requests, but for different languages and therefore not duplicates." + "reason": "Not the same translation request; the Thai-text issue should not be merged with the generic template issue." } ] }, @@ -16818,8 +16786,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16867,23 +16835,23 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "8a4218e8a2bb85ae5fb15147bf96f88ae574479712a7aa2d23a79a511ea93c53", + "prepared_review_unit_hash": "ea49018406060fb9d9e9a07fc06af4a784e4ca2948c55a951ada51689b5d53eb", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, + "serialized_chars": 21654, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -16891,7 +16859,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21655, + "serialized_chars": 21654, "estimated_input_tokens": 5414, "estimated_eval_tokens": 11084 }, @@ -16900,228 +16868,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a duplicate cluster in any meaningful sense: the items are separate model-request issues for different architectures and modalities (vision, audio, OCR, text, ASR/TTS, sparse transformers). None of the soft edges should be merged.", + "summary": "These issues are all model-add/support requests, but they refer to different models and often different modalities or architectures. They look cluster-similar by template, not duplicates, so all soft edges are rejected.", "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate exists; if an anchor is needed, issue:43671 is the most active and clearly scoped request, but it is still unrelated to most of the cluster.", + "canonical_issue_reason": "Issue 43671 is the most cluster-central exemplar by connectivity and generic 'support' wording, but it is still a specific TTS request rather than a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best standalone representative because it has the clearest problem statement and the most discussion, but it should not absorb the others as duplicates.", + "best_issue_reason": "Issue 43671 is the best representative anchor for this cluster because it is broadly phrased and highly connected, though it does not subsume the other distinct model requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model requests." + "reason": "Different requested models (EuroBert config vs DEIMv2); only share a generic model-request pattern." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS audio support." + "reason": "EuroBert config and Qwen3-TTS are unrelated models/modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different model families and tasks." + "reason": "Different model names and targets; no evidence they describe the same change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR object detection and DEIMv2 are distinct model additions." + "reason": "RF-DETR and DEIMv2 are distinct model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection support is not the same change as adding LFM2.5 Audio." + "reason": "RF-DETR detection and LFM2.5 Audio are different model families and tasks." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different code paths and model types." + "reason": "RF-DETR and weight-sparse transformer request are not the same underlying model support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR object detection and Qwen3-ASR are unrelated features." + "reason": "RF-DETR and Qwen3-ASR are separate model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR object detection and Qwen3-TTS are different model-support changes." + "reason": "RF-DETR and Qwen3-TTS are unrelated beyond both being model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR target different architectures and modalities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition and the sparse transformer request do not target the same code path." + "reason": "NeoBERT and circuit-sparsity transformer are different model additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions, not one bug or patch." + "reason": "RF-DETR and NeoBERT are distinct models with no shared concrete code-path problem." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests with different architectures." + "reason": "NeoBERT and ModernVBERT are different additions; similar naming only." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model integrations." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are separate model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the OpenAI sparse transformer request are not the same concrete change." + "reason": "MiniCPM3 architecture and weight-sparse transformer are not the same change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model requests." + "reason": "MiniCPM3 and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 support and Voxtral TTS support are unrelated feature additions." + "reason": "MiniCPM3 and Voxtral TTS request do not describe the same support work." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are separate model additions." + "reason": "ModernVBERT and Qwen3-ASR are distinct additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model-support changes." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like RoPE are related only thematically, not the same change." + "reason": "ModernVBERT and BERT-like RoPE models overlap only loosely in naming, not in concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model requests." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model additions." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely separate implementations." + "reason": "Both are Qwen3 speech requests, but TTS and ASR are different concrete model supports." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations, not one duplicate change." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support and DeepSeek-OCR2 are different code paths and model types." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse-transformer request target different model behaviors." + "reason": "Qwen3-TTS and weight-sparse transformer request are unrelated." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests, not the same change." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model architectures." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request do not describe the same bug or code path." + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model additions." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + "reason": "Weight-sparse transformer and EUPE are different architecture requests." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "OpenAI weight-sparse transformer support and EUPE are different architecture additions." + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model features." + "reason": "Qwen3-ASR and Voxtral TTS are different models and different speech tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS have no overlap in model family or support path." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + "reason": "ASR support and OCR2 support are distinct model integrations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model proposals, not a single duplicate change." + "reason": "EUPE and TIPSv2 are different model requests from different authors and domains." } ] }, @@ -17140,8 +17108,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17151,7 +17119,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "ae19a7a59683d6dd8edea74075f110d708b4dbc3cd7fe9429d80c8e63a373fd4", + "prepared_review_unit_hash": "51ed937a8bceee900d9658066b82c70c72e827acac6cd0e991e85f27eb88ce24", "component_budget": { "node_count": 2, "item_count": 2, @@ -17173,18 +17141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", - "confidence": 0.96, + "summary": "These two issues are not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 model support. They describe different features with no shared targets or code-path overlap.", + "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 for this cluster because they concern unrelated functionality and there is no evidence they refer to the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different workstreams: block decoding vs DeepSeek v3.2 support. No shared code path or explicit linkage." + "reason": "Reject: the titles and context point to different requests\u2014block decoding versus DeepSeek v3.2 support\u2014with no explicit linkage or overlapping implementation target." } ] }, @@ -17203,8 +17171,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17214,7 +17182,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "97df14bbba65b2d79a5ba91c93fd67bbd85617e51ee3f3eca98f0010cd3cac1a", + "prepared_review_unit_hash": "5ff8c3c6dc3a756c74dcb8fd36f39fbee6432c62d979b2b7bc16478b38bc48dc", "component_budget": { "node_count": 2, "item_count": 2, @@ -17236,18 +17204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. Not duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific Trainer API/customization problem and is better aligned with the cluster\u2019s only soft similarity signal.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear duplicate canonical; if forced to pick a representative, #43598 is the more concrete Trainer-behavior change, but the two issues remain separate.", + "best_issue_reason": "#43598 is the better representative because it states a concrete Trainer setting (`remove_unused_column`) and a focused customization request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They concern different code paths and outcomes: `remove_unused_column` behavior versus FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same underlying bug." + "reason": "Related only at the broad theme of custom trainers/Trainer internals; one concerns input-column pruning customization, the other FLOPS accounting. Different underlying bugs." } ] }, @@ -17266,8 +17234,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17277,7 +17245,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f5e23007d1df636b95d197136b5d8f2b39868c0ac6f6ce57d177091fedaa99b7", + "prepared_review_unit_hash": "5953fe5f124d55dd5978c0b205aa9c930734fa3c99335d7f6b78ed85bb348363", "component_budget": { "node_count": 2, "item_count": 2, @@ -17299,18 +17267,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (both ask for additional Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "summary": "The two issues are about different Qwen variants and different AutoModel entry points, so they do not describe the same underlying bug or change.", "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader, more general request: register Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster than the narrower sequence-classification request.", + "canonical_issue_reason": "Issue 43684 is the broader auto-class registration request and is the better representative of the cluster, but it is not a duplicate of 44405.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue to keep as the representative because it covers a larger, foundational registration gap rather than a specific downstream head.", + "best_issue_reason": "43684 is the more general and foundational request (AutoModel / AutoModelForConditionalGeneration registration) compared with 44405\u2019s narrower sequence-classification support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Not the same underlying bug: #43684 is about Qwen3-Omni model registration for base/conditional-generation auto classes, while #44405 is specifically about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model versions and different task heads." + "reason": "Different model families and different target auto classes: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. They do not look mergeable into one single fix." } ] }, @@ -17329,8 +17297,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17347,76 +17315,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "7d08e6d33e1f481121645ab8ea6e48cf9046c09dcc38593bd3da2f5816a5517c", + "prepared_review_unit_hash": "0db7171a78ffb0e95618b4926a7f6ef1213491e75347aaaf70be78a0eeaf3b38", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues look like duplicates of the same report; the \"Fett\" issue appears unrelated. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43845 is the earliest of the identical \"huggingface\" reports, so it is the best canonical issue among the likely duplicates.", + "summary": "Three issues titled \"huggingface \" look like likely duplicates of the same report; issue 43835 titled \"Fett\" does not look related. Among the huggingface items, 43859 is the best representative because it has the only discussion activity.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43859 is the best canonical issue among the near-identical \"huggingface \" reports because it has discussion activity and is as representative as the other two.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the cleanest global issue candidate because it exactly matches the repeated title and predates the other duplicate-looking issues; 43835 has a different topic.", + "best_issue_reason": "issue:43859 is the strongest issue candidate overall: same title as the other likely duplicates and slightly more evidence of engagement. issue:43835 has a different title and no visible linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete shared bug details; the similarity signal is too weak to treat these as the same issue." + "reason": "Different titles and no content suggesting the same underlying problem; too little evidence to merge as duplicates." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence of the same underlying problem." + "reason": "Different titles and no concrete description tying them to the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not appear to describe the same report as the generic \"huggingface\" issues." + "reason": "Different titles with no shared details beyond generic similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title and close creation times strongly suggest duplicate reports of the same issue." + "reason": "Same title, similar minimal body length, and no evidence of distinct topics; these look like duplicate reports." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + "reason": "Same title and similarly sparse content; likely the same report duplicated." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + "reason": "Same title and similarly sparse content; likely the same report duplicated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the three \"huggingface\" issues share the exact same title, and 43845 is the earliest. The summary stays appropriately cautious by saying they \"look like\" duplicates, while 43835 has a different title and no concrete evidence tying it to the others. No PR-pair concerns apply because there are no PRs." + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have stronger similarity than 43835, while 43835 has a different title and no linking evidence. The canonical choice of 43859 is also conservative and supported by its lone discussion activity. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -17432,8 +17400,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17454,7 +17422,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "7d6037a89271f7918c5ebeb93009aaeab98a51ee8fca3466c1235bc8af90a97a", + "prepared_review_unit_hash": "67e80d0b62bf45070d2e7edf282c975ec418404e9361b7baf02e4b705e37bae1", "component_budget": { "node_count": 5, "item_count": 5, @@ -17476,66 +17444,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the issues are mostly unrelated spam/generic placeholders and do not describe the same bug or request.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out because the items do not share a concrete topic or underlying problem; they are just unrelated spam/generic issue titles.", + "summary": "This cluster is mostly low-information/spam-like issues with no concrete bug reports or shared technical evidence. I do not see a defensible duplicate relationship between any pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44418 is the least empty of the set and has the only vaguely substantive title; the others are generic spam titles or linkbait with no actionable problem statement.", "canonical_pr_reason": null, - "best_issue_reason": "None is a good representative for duplication triage. If forced, 44418 is the least spammy, but it still does not meaningfully represent the others.", + "best_issue_reason": "Issue 44418 is the best representative purely by being the most descriptive and least obviously spammy, though it still lacks real bug detail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no shared concrete bug or request." + "reason": "Both are just '' with no body/context; identical placeholder titles are not enough to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders with no shared concrete bug or request." + "reason": "Same generic spam title, but no technical content or shared target to show a real duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; no same underlying issue." + "reason": "One is spam placeholder text and the other is a generic documentation suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a separate generic title about Google LLC; unrelated." + "reason": "'' and 'Check out \"Google LLC\"' look like separate spam entries, not the same bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + "reason": "No concrete overlap beyond both being low-quality issues; not enough to merge as duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they report the same underlying problem." + "reason": "Both have the same placeholder title, but there is no body evidence that they report the same concrete problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated generic title; not the same issue." + "reason": "Spam placeholder versus linkbait-style title; no shared bug/change description to justify duplicate status." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated generic title; not the same issue." + "reason": "The titles suggest different spam content, not the same underlying issue." } ] }, @@ -17554,8 +17522,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17565,12 +17533,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "e28e64361d2a3b19ee2d4e063a619e68aa9eecd0a70261e574545dcb5f0023b4", + "prepared_review_unit_hash": "02462a20ef5612351e9125fd9648e65fa7de878b208dc187391d452dd2bf232f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17578,7 +17546,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17587,27 +17555,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates: they have the same title, very similar body lengths, and only soft-similarity evidence distinguishes them.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45145 is a good canonical choice because it is slightly earlier and has an inbound reference, suggesting it is the more established thread.", + "summary": "These two issues look like a likely duplicate pair: they have the same title and very similar body length/metadata, with #45145 appearing first. The available evidence is enough to favor #45145 as the canonical issue, but we do not have body-content comparison, so the match should be treated as probable rather than certain.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created first and already has an inbound reference, while #45151 has the same title and no distinguishing context in the available metadata.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it matches #45151 almost exactly and has a bit more thread activity/visibility.", + "best_issue_reason": "#45145 is the best single issue representative since it is the earliest report and has slightly more linkage activity, while the other issue appears to be the later duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and strongly similar content indicate the same underlying issue; this looks like a duplicate report rather than a distinct bug." + "reason": "Same title and very similar issue metadata/body length strongly suggest the same report, although we cannot directly compare full bodies here." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and the only recorded pair evidence is soft similarity. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145. The soft-edge accept is conservative enough for this evidence level." + "accept": false, + "feedback": "The packet supports a strong duplicate suspicion, but the analyst overstates the evidence. We only have matching titles and similar body lengths/metadata, not body-content comparison, so phrases like \"near-perfect duplicates\" and \"same apparent report with no meaningful differences\" are too strong. The soft-edge acceptance should be more conservative given the limited evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17674,8 +17642,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17685,12 +17653,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "80aded187d4cf45f4c4f87548759ff24ca4345b6820ce846866138e3a897cd24", + "prepared_review_unit_hash": "7300c5faf9f2a6e44399bd43c31d6a631ec97c5138bbb7df5d39c53b422f6506", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17698,7 +17666,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17707,18 +17675,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4 audio-module uint8/finfo failure, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion. Not a duplicate pair.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45674 is the clearer, more general regression description and is easier to use as the representative issue for this cluster, even though it is not the same bug as #45672.", + "summary": "These look like two separate 4-bit inference bugs in the same general BitsAndBytes area, but with different failure modes and likely different code paths: Gemma4 audio-module uint8/torch.finfo TypeError vs. llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45674 is the more concrete, broadly actionable report because it names the exact configuration interaction and failure mechanism, making it a better anchor for deduping related BitsAndBytesConfig regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the best standalone issue because it states the configuration-triggered failure mode directly and in a reusable way.", + "best_issue_reason": "Issue 45674 is the best representative of the cluster since it precisely describes the bug trigger and expected behavior around 4-bit inference exclusions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different concrete failure modes: Gemma4/audio-module torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and causing an AssertionError." + "reason": "Different underlying failures: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They only overlap at a high level (4-bit inference/BitsAndBytes)." } ] }, @@ -17737,8 +17705,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17748,7 +17716,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "dd73fbf6a5c2c52db3fde06abb2442e73ba6e12fd5538bd905780957cd6fc2ac", + "prepared_review_unit_hash": "019253cf2bc83cfa6b9fc5a8066ab63ee74f5342746a840e99c96cfe3d5de059", "component_budget": { "node_count": 2, "item_count": 2, @@ -17770,18 +17738,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated personal-name/date entries with no body, no links, and no shared technical context. They should not be deduplicated.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: these are distinct entries with different names/dates and no evidence of the same underlying bug or request.", + "summary": "These two closed issues do not look like duplicates of the same underlying bug or request; they appear to be unrelated entries consisting only of personal names and dates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global canonical candidate because neither contains any substantive problem description or shared context.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different people and different dates; no indication they refer to the same underlying issue." + "reason": "No shared bug report, code path, or explicit linkage; the titles are just different personal-name/date strings and do not indicate the same issue." } ] }, @@ -17800,8 +17768,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17811,7 +17779,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "6747dfd42b539923a3a364f4405e89b238e8eedcb7ba819c3f4a24a1df9d5af8", + "prepared_review_unit_hash": "b622e9b9f796a7fd3c5036378f8fd9b475e9385445bfed8a006deb3202c59514", "component_budget": { "node_count": 2, "item_count": 2, @@ -17833,18 +17801,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name-and-date titles, no body text, no links, and no shared technical context. They do not look like duplicates or the same underlying bug.", - "confidence": 0.98, + "summary": "The two closed issues are just short personal-name/date titles with no body, links, files, or shared targets. There is no evidence they describe the same bug or change, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong canonical issue exists; both items lack any bug-report content and appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles are different personal names with different dates; there is no issue description or linkage indicating the same bug/request." + "reason": "Titles only share a surname pattern and dates; there is no issue body or supporting evidence that they refer to the same underlying problem." } ] }, @@ -17863,8 +17831,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17884,12 +17852,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "7e576f20079ca1183a9fef3040726efd51f04b2fb7b02be9d6c342a854d1ac9a", + "prepared_review_unit_hash": "8dfdcd5b0cdcb6700becd9bee21a2e01813acf73bab0105c13857302d00de255", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, + "serialized_chars": 5724, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -17897,7 +17865,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, + "serialized_chars": 5724, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -17906,69 +17874,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two separate likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo request and does not match the DataForge feature/request titles. The evidence supports high similarity, but not explicit duplicate confirmation.", - "confidence": 0.84, - "canonical_issue_reason": "45870 is the best representative for the DataForge example-request pair because it matches 45871 closely and has slightly more activity. It should be treated as a representative of that subcluster, not as a canonical for all five items because 45872/45873 form a separate likely-duplicate pair.", + "summary": "There are two clear duplicate pairs: 45870/45871 share the exact same example title, and 45872/45873 share the exact same DataForge scraping-service title. Issue 45869 looks related only by broad financial-data wording, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical choice for the first duplicate pair because it is the earliest of the two identical 'Example: Financial time series prediction with DataForge' reports.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest issue to keep as the representative issue: it is one half of the most clearly matching DataForge example pair and has marginally more discussion activity than 45871.", + "best_issue_reason": "Issue 45870 is the strongest representative issue in this set, but only for its exact duplicate pair; 45869 and 45872/45873 describe different topics, so there is no single issue that cleanly covers the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: a dataset bundle promo versus a DataForge financial prediction example." + "reason": "Both mention financial data, but one is a dataset listing and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: dataset bundle promo versus the DataForge example request." + "reason": "Same as 45869/45870: broad domain overlap only, no evidence they describe the same request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + "reason": "Exact same title and apparently same content; these are duplicates of the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge theme, but the titles indicate different feature requests." + "reason": "Example prediction request versus scraping-service request; related theme, but different concrete work." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad domain, but not the same concrete request." + "reason": "Example prediction request versus scraping-service request; not the same bug/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The overlap is thematic only; one is an example request and the other is a scraping-service request." + "reason": "Different concrete topics despite shared DataForge/financial wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request despite similar DataForge/finance wording." + "reason": "Different concrete topics despite shared DataForge/financial wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + "reason": "Exact same title and likely same body; these are duplicates of the same DataForge scraping-service issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The grouping is mostly grounded, but the analyst overstates certainty. The packet only provides soft-similarity evidence (even for the jaccard=1.0 pairs) and no explicit duplicate confirmation, so phrases like \"exact duplicate,\" \"clear duplicate pair,\" and \"exact twin\" are too strong. A more conservative summary would say the pairs are highly similar or likely duplicates, with 45869 not matching the DataForge request titles." + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact title matches with identical body lengths reasonably support the two duplicate pairs, and 45869 is appropriately left as only loosely related. The soft-edge verdicts are conservative overall and do not overstate the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18024,160 +17992,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "4c764e05f6536ea4f538bbaa7ebcf37e0687bf46b235057429687ef2af6025fa", + "prepared_review_unit_hash": "e837d3968f90e66239adefa84f98a77dddb63bdec1867e84965e3772daeb757c", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40305, - "estimated_input_tokens": 10077, - "estimated_eval_tokens": 20410 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40305, - "estimated_input_tokens": 10077, - "estimated_eval_tokens": 20410 + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is mostly unrelated PRs across docs, model additions, tokenizer/processer changes, and kernel routing. Only the two `fixed_cross_entropy` patches are true duplicates; everything else should stay separate.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs linked only by loose title/scope similarity. The only true duplicate pair is the two fixed_cross_entropy patches (43251/43254); the rest are distinct model additions, docs/tests, or kernel/refactor changes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it is the more explicit, issue-linked fix for `fixed_cross_entropy`, and it subsumes the nearly identical kwargs-support patch in 43254.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only real duplicate pair: it explicitly targets issue 43240 and makes the same fixed_cross_entropy kwargs change as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative because it is a focused bug fix with an explicit issue target and near-identical duplicate coverage from 43254.", + "best_pr_reason": "PR 43251 is the best cluster representative because it is the only clearly duplicated code-path fix and has the most concrete issue linkage; the other PRs are unrelated to it.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: adding VideoPrism docs/model code vs adding an Executorch dynamic-shapes test. Same broad area of repo, not the same bug or change." + "reason": "Unrelated: new VideoPrism model docs/code vs an Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions for MistralCommon are unrelated to Executorch export dynamic-shape testing." + "reason": "Unrelated: Mistral tokenizer method additions vs an Executorch export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API fixes and adding MobileLLM are unrelated model areas and changes." + "reason": "Unrelated: tokenizer API cleanup vs adding a new MobileLLM model." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are processor/model plumbing, but they target different models and different problems; not mergeable as one fix." + "reason": "Unrelated: processor auto-loading robustness vs adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to adding MobileLLM." + "reason": "Unrelated: cross-entropy kwargs fix vs adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model fixes." + "reason": "Unrelated: loss utility fix vs Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shapes testing and Mistral4 test fixes are different code paths and different issues." + "reason": "Unrelated: Executorch export test vs Mistral4 tests/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing is unrelated to MobileLLM model addition." + "reason": "Unrelated: Executorch export test vs adding a new MobileLLM model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition and config-resolution ordering fix are unrelated." + "reason": "Unrelated: new model addition vs a config-resolution bug fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model code is unrelated to Falcon output-collection refactoring." + "reason": "Unrelated: new MobileLLM model files vs Falcon output-collection refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill work are unrelated changes." + "reason": "Unrelated: Falcon refactor vs a model-creation skill/tooling change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test/model fixes are unrelated." + "reason": "Unrelated: Falcon refactor vs Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes and the `layrnorm` renaming cleanup are different model families and different bugs." + "reason": "Unrelated: Mistral4 test/model work vs a CLIP-like weight-renaming cleanup." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes are unrelated to chat response parsing/serve changes." + "reason": "Unrelated: Mistral4 test/model work vs chat parsing/serve updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Unrelated: Mistral4 test/model work vs TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes do not overlap with the `cls.config` resolution-order bug." + "reason": "Unrelated: Mistral4 test/model work vs config-resolution ordering fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test changes and model-creation skill scaffolding are unrelated." + "reason": "Unrelated: Mistral4 test/model work vs model-creation skill tooling." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to adding the new-model skill documentation and scaffolding." + "reason": "Unrelated: adding MobileLLM vs model-creation skill/tooling change." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel routing, but one adds a TDT loss kernel and the other adds ROCm AITER routing; they fix different integration paths." + "reason": "Both touch hub-kernel routing, but they implement different kernels for different features and are not the same bug/change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Near-identical `fixed_cross_entropy` updates in the same file, same function, same issue target, and same intended behavior; these are duplicates." + "reason": "Same underlying fix: both extend fixed_cross_entropy to pass supported cross_entropy kwargs in the same code path, and they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted pair, 43251/43254, is well-supported as a near-duplicate fix to the same function and issue target. The rejected pairs are framed as unrelated or different bugfixes without overclaiming overlap." + "feedback": "Grounded and conservative overall. The summary matches the packet: most pairs are only soft-similarity and are reasonably rejected as unrelated, while 43251/43254 are the clear same-bugfix duplicate pair (same target issue 43240, same file, same cross_entropy kwargs fix) and look mergeable into one PR. No obvious evidence overstatement." }, "evaluator_used": true, "retried": false, @@ -18204,7 +18172,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1fcd1dc3cfcb004f4f9a11dce3846c99f5efa3995a665b82ba0ac74289665fd1", + "prepared_review_unit_hash": "94a3dd415ac2c0fbaf0e7211e604c07170b2b263c7e8f5c15d7781a762785fa2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18226,18 +18194,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs target VibeVoice but at different scopes: PR 40546 implements the base model, while PR 42781 adds a separate realtime variant plus acoustic tokenizer changes. They overlap in shared scaffolding but are not the same concrete change.", - "confidence": 0.91, + "summary": "Two VibeVoice PRs overlap in model/docs infrastructure, but they are not the same underlying change: #40546 is the initial VibeVoice integration, while #42781 adds a realtime variant plus an acoustic tokenizer and generation updates. They should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the earlier, broader base implementation of VibeVoice and serves as the more complete anchor for the core model work.", + "canonical_pr_reason": "#40546 is the broader foundational VibeVoice implementation and is the better canonical representative of the base model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it covers the main VibeVoice integration; PR 42781 is a later, narrower realtime extension rather than the same change.", + "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core VibeVoice support; #42781 is a separate follow-up feature rather than a duplicate fix.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files are mostly integration scaffolding; 40546 implements the base model, while 42781 focuses on realtime support and the acoustic tokenizer. They are related but not the same concrete fix/change and would not plausibly merge as one PR." + "reason": "Reject: both touch shared VibeVoice files, but #40546 implements the initial VibeVoice model while #42781 adds VibeVoice Realtime and an acoustic tokenizer. These are related extensions, not the same concrete bug/change, and they would not plausibly be merged into one PR without combining distinct features." } ] }, @@ -18267,7 +18235,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "31d3b90439692aff8be2b86084447d544080bfe9aa0ebff443f8aa07496c731b", + "prepared_review_unit_hash": "9eeb807cc6450e2f530402e05dc09ee0c0cb886e4a2ac53e961e93afe7b7d4ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -18289,18 +18257,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and files, so they are not duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, and the other adds DINOv3 image classification support. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the stronger representative for this cluster because it is a concrete, self-contained model capability addition with implementation, auto-model wiring, docs, and tests; PR 40755 is a separate TimesFM feature in a different subsystem.", + "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different features, so this is not a duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the best standalone PR in this cluster for triage because it has a clear, narrowly scoped code-path change and broader implementation evidence than the unrelated TimesFM PR.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR #41224 is slightly more self-contained, but there is no meaningful global best PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different behaviors: TimesFM covariate regression vs DINOv3 image classification. No shared code path or mergeable combined fix." + "reason": "TimesFM covariate forecasting and DINOv3 image classification are unrelated changes touching different model families and code paths; they are not plausibly mergeable into one fix." } ] }, @@ -18395,7 +18363,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "d89925da69f8aa9c6b57c596eb341240ca11709ce7f99f4882989775973f474b", + "prepared_review_unit_hash": "01be56b6cf76f99e8f8f57110135e53176b7033d5e10dd70a1c182bddaf1de1a", "component_budget": { "node_count": 3, "item_count": 3, @@ -18417,24 +18385,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-integration additions (DeepSeek OCR, Isaac, and Kimi2-6). They share framework wiring patterns and registry/doc updates, but not the same underlying bug or change.", - "confidence": 0.96, + "summary": "These PRs are all model-integration additions, but for different models and different code paths. The shared files are generic Transformers scaffolding, not evidence of the same underlying change or duplicate bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be treated as the representative, #45630 (Kimi2-6) is the strongest candidate because it has the broadest implementation surface and highest review activity; however, it is not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeek OCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they only overlap on standard integration boilerplate.", "best_issue_reason": null, - "best_pr_reason": "#45630 is the best representative PR in this cluster because it is the most complete and actively reviewed model addition, but it remains a distinct feature PR rather than a duplicate.", + "best_pr_reason": "45630 is the strongest representative only because it is the largest and most complete integration patch, but it is still unrelated to the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto-registration/docs scaffolding is expected and does not indicate the same code change or bug fix." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate filenames, docs, configs, and model code; shared Transformers registry files are generic boilerplate, not a duplicate change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with separate model codepaths and files. Similar framework wiring is too generic to merge as duplicates." + "reason": "Different model additions (Isaac vs Kimi2-6) touching different model implementations and docs; overlap is only in common auto-registration/integration scaffolding, so they are not the same change." } ] }, @@ -18464,7 +18432,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "fd0918de662366572cfb52b3fe32d918370e7ba6c9cf97035417ffbd8d6ee144", + "prepared_review_unit_hash": "a2651b02ea73b05dddc65e967fdd7e06e99107f2969bf5bc94457d0495430deb", "component_budget": { "node_count": 2, "item_count": 2, @@ -18486,18 +18454,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they address different upgrade tracks: one is a broad GitHub Actions Node 24 compatibility bump, the other is a docker/build-push-action version upgrade. They should not be merged as duplicates.", + "summary": "Two open PRs that both touch GitHub Actions workflows, but they are separate dependency-upgrade efforts: one targets Node 24 compatibility across workflow actions, the other updates docker/build-push-action and related workflow actions. They overlap in files, but not in the same underlying fix.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 42975 updates multiple GitHub Actions for Node 24 compatibility, while PR 42976 separately bumps docker/build-push-action in Docker image workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearest, broader theme: upgrading workflow actions for Node 24 compatibility, with concrete version bumps across multiple workflow files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the broader and more clearly stated workflow compatibility goal; PR 42976 is a narrower, separate action-version bump.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since its title and diff more directly describe the overall workflow-action upgrade work.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes and fixes: Node 24 compatibility for core GitHub Actions vs. docker/build-push-action v6 upgrades. They touch overlapping workflows but not the same underlying bug/change." + "reason": "Both are workflow dependency bumps, but they change different action families for different purposes: Node 24 compatibility vs docker/build-push-action updates. They are related maintenance, not the same concrete bug/change, so they should remain separate." } ] }, @@ -18534,7 +18502,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "87121b45a37e6739f7c02f7612d98da6b765151d2fb75db27d041fc45060c71e", + "prepared_review_unit_hash": "3832450089befa04e68d446b3d7fefcc4f51e13a4cd71fe42ea5cb3ee64fa2f7", "component_budget": { "node_count": 4, "item_count": 4, @@ -18556,48 +18524,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model additions, not duplicates: ViT NEPA, Molmo, Molmo2, and CTSM touch different model packages and code paths. The shared files are only generic registration/docs plumbing.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic Transformers integration files, but they do not describe the same underlying bug or change, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a duplicate/canonical representative; these are distinct model-integration changes for different architectures.", + "best_pr_reason": "No PR is a duplicate canonical for the others; each introduces a distinct model family and code path, so there is no single best PR for deduplication.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared auto/docs files are generic registration changes, not the same bug or feature." + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are just normal model onboarding overlap, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and code paths: ViT NEPA vs Molmo2. Similar scaffolding does not make them mergeable into one fix." + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different architecture code and tests; overlap is only in shared integration files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions: ViT NEPA vs CTSM. Only broad framework registration/docs overlap." + "reason": "CTSM is a time-series model addition, while ViT NEPA is a vision model addition. They are clearly different changes despite touching shared registry/docs files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different releases/models with separate implementations and tests; not the same underlying change." + "reason": "Molmo and Molmo2 are related by name but are separate model families with different files, processors, and tests; this looks like two distinct PRs, not one fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are distinct model integrations, sharing only generic auto-registration infrastructure." + "reason": "Molmo and CTSM address different model integrations and code paths. Shared auto-registration and docs updates are insufficient to treat them as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions with different packages, configs, and tests; no common concrete bug/change." + "reason": "Molmo2 and CTSM are unrelated model additions with different architecture and processing code. They do not appear mergeable into one PR for the same underlying change." } ] }, @@ -18630,12 +18598,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "f32ea6be32089f136715a8e578a18f3360b207d7f4f45b641939e58b8ee49507", + "prepared_review_unit_hash": "6016282845e50eac9862ed7bb2007a91b2e76f702acf5341c53d6096680fdc4d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7089, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -18643,7 +18611,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7091, + "serialized_chars": 7089, "estimated_input_tokens": 1773, "estimated_eval_tokens": 3802 }, @@ -18652,30 +18620,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs do not look like duplicates. One targets Whisper tokenization decode behavior and tests, one is just test-file edits in CLIP/ViT, and one is a substantive FP8 dequantization/loading fix across core loading and quantization code.", + "summary": "These three pull requests are not duplicates of one another. PR 44815 is a substantive dequantization/loading fix, PR 43291 is a Whisper test/tokenizer change, and PR 43665 is an unrelated test-only edit across CLIP/ViT. The soft similarity signals are misleading here; none of the pairs should be merged as the same underlying change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest standalone fix: it has a clear implementation theme (dequant/FP8 loading), spans the relevant runtime code, and is more complete than the other two PRs, which are either test-only or Whisper-specific.", + "canonical_pr_reason": "PR 44815 is the best canonical representative because it is the only clearly substantive code fix with a coherent bug-fix scope; the other PRs are either test-only or model-specific and unrelated.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it addresses a concrete bug in model loading/FP8 dequantization with real code changes, whereas the other PRs are unrelated or mostly test scaffolding.", + "best_pr_reason": "PR 44815 has the strongest standalone fix signal and the broadest coherent implementation across loading/FP8 quantization paths, making it the best representative of this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode logic and CLIP/ViT test edits are different subsystems and different problems; they do not appear to fix the same concrete bug." + "reason": "Whisper tokenizer/test fix vs. unrelated CLIP/ViT test edits; no shared bug or mergeable code-path change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper batch/timestamp decoding is unrelated to FP8 dequantization/model loading; no shared code path or mergeable single fix." + "reason": "Whisper decoding/tokenization change is unrelated to FP8 dequantization/model-loading fixes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT PR is test-only noise, while the other is a runtime dequantization fix; they are not the same underlying change." + "reason": "One is test-only edits in CLIP/ViT; the other is a real dequantization/loading fix in different code paths." } ] }, @@ -18712,64 +18680,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "e12ed40121bfa451cefc8a51c48bb9fa709f4d276e75a2a219f59cf79d1df378", + "prepared_review_unit_hash": "14babd65062d1aeb668ee3894fad5df4e619a055cb40f6132f34de2d09eeef72", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12261, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12261, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly synthetic do-not-merge/test fixtures with overlapping test filenames, but they do not appear to fix the same underlying bug or change. The one tempting match, 45932 vs 46100, is still unrelated in substance: broad model/CI changes versus a ViT test-only migration.", - "confidence": 0.88, + "summary": "These are mostly synthetic \"do not merge\" PRs around CI/test migration or repo-bot checks, but they do not appear to be the same underlying change. The only clearly related pair by theme is 45932/46100, yet their code paths and scopes differ enough to avoid duplicate-PR merging.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the most substantive and coherent code change in the set; the others are mostly test/CI fixtures or unrelated bot-testing edits.", + "canonical_pr_reason": "46114 is the broadest representative of the synthetic CI/test-migration subgroup: it touches multiple test files and workflow plumbing, and its title/body match the cluster theme better than the narrower PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the strongest standalone candidate because it changes real model code and mappings, whereas the others are primarily synthetic testing or workflow noise.", + "best_pr_reason": "46114 is the best single representative for triage because it has the widest surface area and the strongest cluster-level similarity, while the other PRs are either narrower test edits or unrelated bot/check experiments.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are clearly test/bot-oriented PRs and share a ViT test file, but the actual edits are different and do not point to one concrete bug or fix." + "reason": "Both are synthetic test/bot PRs, but they change different areas and do not look like one concrete fix that could be merged as a single PR." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Overlap is only in broad testing scaffolding and the ViT test file; setup/version tweaks are not the same change as workflow and test utility edits." + "reason": "Shared ViT-test filenames are not enough; one is a setup/version/dependency tweak and the other rewires workflow/comment CI behavior." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "They both touch CI/testing infrastructure, but the edited workflows and test files are different and do not represent one mergeable fix." + "reason": "They overlap on test/CI infrastructure, but the actual changes are different workflows and unrelated test plumbing, not the same underlying bug or change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "45932 is a broad model/CI change across multiple model files; 46100 is only a ViT test-file migration with added failing asserts, so they are not the same underlying change." + "reason": "Despite similar testing-PR framing, 45932 changes multiple model/config/workflow files while 46100 only injects failing assertions in the ViT test; not the same fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Shared ViT test-file presence is incidental; 46100 is a tiny test migration while 46114 is a broader forked CI/test/OTEL change." + "reason": "Both touch tests, but 46114 is a broader OTEL/migration PR with many files, not the same concrete ViT test change as 46100." } ] }, @@ -18799,12 +18767,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7b496ace00369993eee3e845fd3d852922d56377265cbc0680ec8fd041dda546", + "prepared_review_unit_hash": "671e2c3979e3616dd7b745e8a25cc76aa2bf0f27c38ed1cbc44f8985b121ea49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18812,7 +18780,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18821,18 +18789,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registration scaffolding, but they target different features, different pipeline modules, and different model/test integrations, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. Their shared docs/registration scaffolding is incidental, not evidence of the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs target different pipelines, different model integrations, and different test/docs surfaces.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader/more representative pipeline addition in this cluster, with more model integrations and tests, but it is still a separate feature from PR 43612.", + "best_pr_reason": "If forced to pick one standalone representative, PR #43613 is broader and more implementation-heavy, but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: these add different pipelines (concept segmentation vs visual segmentation) and touch different concrete code paths/model backends. The shared docs/registration changes are generic scaffolding, not evidence of the same underlying change." + "reason": "Different pipeline features and code paths; shared registration/docs files are common scaffolding, not the same bug or change." } ] }, @@ -18862,7 +18830,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "434fabe6b5732fd9260bea12f512db4f3a28293c830fc2fa0294323c48c89264", + "prepared_review_unit_hash": "f0ea7dd084ca4349416578fc589810ea0920b870e08594fdf014461c86af5211", "component_budget": { "node_count": 2, "item_count": 2, @@ -18884,18 +18852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both in `src/transformers/trainer.py`, but they address different Trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for model input cleanup. They do not look like duplicates or the same underlying fix.", - "confidence": 0.98, + "summary": "The two PRs both modify `trainer.py`, but they address different extension points: gradient-accumulation loss scaling vs. model signature/column filtering. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a PR must represent the cluster, `#43651` is the more self-contained concrete behavior change in `training_step`; however, it is not a duplicate of `#43663` and should not be treated as a shared canonical fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "`#43651` is the stronger standalone PR candidate because it fixes a specific training-loss scaling path, while `#43663` is a separate override hook for signature-column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: PR 43651 is about `_loss_is_scaled_for_ga` and training loss normalization, while PR 43663 adds `_get_signature_columns` for column filtering. Same file, but different code paths and unrelated changes." + "reason": "Different underlying changes in the same file: `#43651` alters gradient accumulation loss scaling, while `#43663` refactors signature-column inspection for custom trainers/PEFT models. They do not fix the same code-path problem." } ] }, @@ -18925,7 +18893,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "0bcc0f18d06d328a3cde77137d1833b486bb206b5a93ed4f877883115a1c2e1b", + "prepared_review_unit_hash": "81f796fdc9bc5008af00172052fc0bd77abe9943c37f332c5d40fcff7a44784c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18947,25 +18915,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they target different runtime/type-annotation problems. PR 43656 is a broader annotation cleanup around `__future__`/forward refs, while PR 43842 specifically fixes a `TypeAdapter` import issue when `pydantic` is absent. They do not look mergeable into one fix.", - "confidence": 0.88, + "summary": "Both PRs target the same import-time TypeAdapter NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style and breadth, not in underlying bug.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43842 is the most direct fix for the TypeAdapter NameError: it explicitly guards the pydantic import under `TYPE_CHECKING` and quotes the annotation, with a small, focused diff.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it squarely addresses the runtime failure without adding broader typing cleanup, making it the clearest canonical fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and overlapping theme, but different concrete bugs: 43656 is a general CLI type-annotation/forward-reference cleanup, while 43842 specifically guards `TypeAdapter` behind `TYPE_CHECKING` to avoid a `pydantic`-missing runtime issue. Not the same underlying fix." + "accept": true, + "reason": "Same underlying bug in the CLI serve path: an import-time `TypeAdapter` NameError from type annotations in `serve.py`. Both PRs fix the same runtime typing issue and could plausibly be combined." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded: both PRs touch `src/transformers/cli/serve.py`, both are explicitly about a `TypeAdapter` NameError, and the narrower `TYPE_CHECKING`/quoted-annotation fix in PR 43842 is a reasonable canonical representative. The soft-edge acceptance is conservative enough, since PR 43656 is a broader annotation-safety cleanup but still plausibly part of the same import-time bugfix." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19117,9 +19088,9 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", - "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", "pull_request:44101|pull_request:44161", "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", @@ -19150,94 +19121,94 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "092603a51fdf01c858e91d1b4d4be354d2ec949e6e9be8783557f8a432f0a6c3", + "prepared_review_unit_hash": "33c8681a1284156df4897ed464c830ec2bb579be4d744b0b12221226baacfe17", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75100, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-by-model output-tracing refactors, not one single duplicate bug. The only strong duplicate subgroups are the GPT-Neo pair and the GPT-J/CodeGen trio; the rest share a theme but touch different code paths and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best representative of the core duplicate set: it explicitly targets the shared issue, covers the main GPT-J/CodeGen output-tracing refactor, and is the clearest anchor for the overlapping GPT-J follow-ups.", - "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest global representative because it is the broadest and clearest standardized-output-tracing change among the overlapping PRs, with explicit issue linkage and the most central scope.", + "summary": "This cluster is mostly a broad output-tracing refactor theme under umbrella issue #43979, but the PRs are generally model-specific and not duplicates across models. The only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43979 is the shared umbrella target referenced by the refactor PRs and best explains the cross-model output-tracing standardization theme.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor set: it targets the same concrete output-tracing code paths as the earlier GPT-J variants and appears to be the later, more complete version.", + "best_issue_reason": "Issue #43979 is the best global issue anchor because it is the common tracking target for the standardized output-tracing work.", + "best_pr_reason": "PR #44722 is the best global PR anchor because it most clearly represents the GPT-J/CodeGen standardized output-tracing change and likely supersedes the earlier GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same theme, but different model families and code paths; not a single mergeable fix." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); sharing the umbrella issue is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both refactor output tracing, but CVT/FNet and DeBERTa are separate implementations." + "reason": "Different model families and implementations; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both patch the GPT-J/CodeGen output-tracing refactor in the same code path; this looks like duplicate work on the same change." + "reason": "Both touch GPT-J output tracing in the same file and are effectively the same underlying refactor; one is a variant of the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet versus EfficientNet-style CNN refactors are different model implementations, not the same bug." + "reason": "RegNet/ResNet output tracing vs EfficientNet output tracing are separate model-specific changes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths despite the shared output-tracing theme." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same umbrella issue does not imply duplication." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet do not fix the same underlying issue." + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are different model changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa output tracing are separate model-specific changes." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations despite both using the standardized tracing theme." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations; same pattern, different fix." + "reason": "GPT-J/CodeGen and MGP-STR are different model paths; not the same bug or refactor." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT is only a broad refactor similarity, not the same concrete change." + "reason": "GPT-J/CodeGen and MPT are separate model-specific output-tracing changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path and look mergeable into one PR." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these are duplicate variants of one change." }, { "left": "pull_request:44018", @@ -19249,271 +19220,277 @@ "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are separate model fixes." + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; related theme, but not the same concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are not the same code path or bug." + "reason": "MGP-STR and GPT-J/CodeGen are distinct code paths and cannot be merged as one PR." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are separate refactors." + "reason": "ResNet vs GPT-J are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; same theme is not enough." + "reason": "GPT-Neo and ResNet are unrelated implementations; only the umbrella theme matches." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different implementations with separate fixes." + "reason": "ResNet and MPT output-tracing refactors are separate model changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo and Flaubert/XLM are different models and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families, not one duplicate." + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J target different models and cannot be merged as one fix." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are separate model-specific refactors." + "reason": "MPT and GPT-J/CodeGen touch different model internals; not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + "reason": "GPT-Neo and GPT-J are distinct model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated fixes." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models and changes." + "reason": "GPT-Neo and MGP-STR are different code paths; shared theme is too broad." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J/CodeGen are not the same underlying bug." + "reason": "MPT and MGP-STR are separate model refactors, not the same fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different model implementations." + "reason": "GPT-2 and MGP-STR are unrelated model-specific output-tracing changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-J and MGP-STR are different model families and code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model-specific output-handling changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 and GPT-J are different models; shared refactor language does not make them duplicates." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are separate model implementations." + "reason": "ViLT and Flaubert/XLM are unrelated models." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are unrelated code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model families with separate fixes." + "reason": "SegFormer and LongT5 are separate model-specific refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are different implementations, not one duplicate." + "reason": "SegFormer and VisualBERT are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are distinct model-specific changes." + "reason": "GPT-Neo and MPT are unrelated model refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and MGP-STR do not fix the same concrete path." + "reason": "RegNet and VisualBERT are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different model code paths." + "reason": "SegFormer and LongT5 are separate changes; same issue target is not enough." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are unrelated refactors." + "reason": "RegNet and GPT-Neo touch different model code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate model implementations." + "reason": "MPNet and Flaubert/XLM are unrelated output-tracing refactors." }, { - "left": "pull_request:44059", + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different model-specific output changes." + "reason": "SqueezeBert and MPT are unrelated model refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and GPT-2 are different models; not a single duplicate fix." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated code paths." + "reason": "SqueezeBert and VisualBERT are unrelated model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "RegNet and TextNet are separate implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are separate model-specific fixes." + "reason": "RegNet and LongT5 are unrelated model refactors." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are not the same underlying change." + "reason": "TextNet and LongT5 are different models and changes." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are separate model refactors." + "reason": "CVT/FNet and SegFormer are separate model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated fixes." + "reason": "SqueezeBert and DeBERTa-v2 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "DeBERTa-v2 and TextNet are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J/CodeGen standardized output-tracing changes on the same concrete code path." + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code paths; 44722 looks like the later duplicate/updated version." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing for the same refactor and are plausibly mergeable into one PR." + "reason": "Both are GPT-J output-tracing refactors on the same file; they look like overlapping versions of one change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model fixes." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet/RegNet are different model families; same tracking issue is not enough." + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated output-tracing changes." + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are separate code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and VITS are different model implementations." + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about mergeability. The GPT-Neo pair and the GPT-J/CodeGen cluster are the only clearly strong duplicate subgroups, and the rejections for the other model-specific refactors are appropriately cautious. No obvious overstatement found." + "feedback": "Grounded overall. The umbrella issue anchor is supported by the packet, and the conservative duplicate calls are limited to the same-model overlaps (GPT-Neo and GPT-J/CodeGen variants). I don\u2019t see an overstatement that would justify rejecting this cluster." }, "evaluator_used": true, "retried": false, @@ -19551,70 +19528,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "25db089750abda5f469b94e7d006d98347f8ae3ec5fa992786a6c034de03d6ed", + "prepared_review_unit_hash": "1eaabe6b48f1aa10feaab12bd028f4715a29c1a30db47da5ed0f5ab4191b6668", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84903, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs in the same broad refactor family (standardized output capture / tracing), but they target different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.92, + "summary": "These PRs are all variants of the same broad maintenance theme\u2014migrating different model implementations to standardized output-capture/tracing APIs\u2014but they are model-specific refactors, not duplicates of one another. None of the soft pairs looks like the same concrete bug or change in the same code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in a single model implementation.", + "canonical_pr_reason": "PR 44073 is a good representative of the cluster: it shows the standard capture_outputs/can_return_tuple migration clearly and includes the explicit _can_record_outputs wiring, but it is still scoped to a single model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the most suitable cluster representative: it is clearly scoped, tied to issue #43979, and its diff shows the intended output-tracing modernization rather than a broad or ambiguous change.", + "best_pr_reason": "PR 44129 is the most self-contained product-style refactor in the set because it has an explicit issue target and a focused output-tracing migration for SpeechT5, though it remains model-specific rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (FocalNet vs ImageGPT) and different implementations; same theme, not the same underlying change." + "reason": "Both are output-tracing refactors, but they target different model code paths (FocalNet vs ImageGPT) and different hook wiring; they are related pattern changes, not the same change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model code paths; these are parallel decorator migrations, not one shared bug or mergeable PR." + "reason": "VisualBert and TextNet are separate model implementations with different forward/output plumbing; similar decorator migration, but not one underlying bug or mergeable duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have different model-specific output handling; similarity is only at the refactor pattern level." + "reason": "MPNet and VisualBert each refactor their own output-capture setup; shared theme only, no shared concrete code path or duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct model migrations with different forward/output structures, so they should not be treated as duplicates." + "reason": "These touch different model files and different output-collection logic; same modernization pattern, but not the same PR-level change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; they share a standardized-output migration theme but not the same concrete fix." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new tracing helpers; they do not fix the same bug in the same subsystem code path." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output-capture refactoring, but they target different models and distinct forward signatures, so they are not the same PR." + "reason": "SqueezeBert and SpeechT5 both modernize output handling, but they are distinct model implementations with separate API adjustments and no shared concrete fix." } ] }, @@ -19693,268 +19670,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "3234a265d0d9d8f7c9b1eae4c349bc1732d679f7710c0e5791787eff1ca7a07f", + "prepared_review_unit_hash": "c0db2856557ca3efa3fa8e69f08de15586563e8c6a084b8d631d4ba5e69445a1", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39778, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39778, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all on the same high-level theme (\u201crefactor output tracing\u201d), but they target different model implementations and different concrete call paths. I do not see any true duplicate pair here; the closest matches are still model-specific refactors rather than the same underlying fix.", - "confidence": 0.95, + "summary": "These PRs all follow the same output-tracing refactor naming pattern, but they target different model families and concrete forward paths, so they should not be deduped across artifacts.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the batch: it spans both `falcon_mamba` and `mamba`, has the largest diff here, and best captures the shared output-tracing refactor pattern.", + "canonical_pr_reason": "44025 is the clearest representative of the refactor wave: it updates two closely related depth models and uses the new can_return_tuple path in a straightforward way.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative for canonical triage because it is the most substantial and central instance of this refactor series among the listed PRs.", + "best_pr_reason": "44025 is the best single PR to anchor the cluster because it is self-contained, model-specific, and more representative than the one-file wrapper changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only, not the same concrete code-path change." + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`) with separate forward paths; too broad to be duplicates." + "reason": "Different code paths and architectures; both are output-tracing cleanups only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated code paths; both are output-tracing refactors, but not the same change." + "reason": "Separate models with unrelated forward implementations; not mergeable as one fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; one is `timm_backbone`, the other spans Mamba models, so this is not a duplicate fix." + "reason": "Timm backbone refactor is unrelated to mamba/falcon-mamba output capturing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are distinct model implementations; shared tracing cleanup is not enough to merge them." + "reason": "Different subsystems and runtime behavior; only the decorator pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are separate models with different forward logic; same refactor pattern, not same bug/change." + "reason": "Mobilenet_v1 and univnet are distinct models with different output contracts." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` touch different code paths; these are parallel refactors, not duplicates." + "reason": "Different model implementations; same broad refactor style is insufficient." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are different model families; the output-tracing cleanup is similar but not the same concrete fix." + "reason": "Mobilenet_v1 and depth_anything touch unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations; not the same underlying change." + "reason": "Separate wrapper/model changes; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths; shared tracing refactor does not make them duplicates." + "reason": "Different encoder-decoder/model code paths; only the output-tracing refactor theme overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are distinct models; both refactor outputs, but they do not fix the same code-path problem." + "reason": "Vision-text dual encoder and univnet are unrelated model families." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` are separate implementations; same general theme, not the same change." + "reason": "Distinct models and forward signatures; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; `vision_text_dual_encoder` is not the same underlying fix as the Mamba refactor." + "reason": "Vision-text dual encoder refactor is unrelated to mamba output tracing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are different code paths; these are similar refactors, not duplicates." + "reason": "Different concrete code paths and model families." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated model implementations; the shared output-tracing cleanup is too broad to merge." + "reason": "UnivNet and UperNet are unrelated implementations; same refactor pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and Mamba models are different code paths; not the same concrete bug/change." + "reason": "Different runtime behavior and architectures; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate models; similar refactor theme, but not duplicate work." + "reason": "UnivNet vs depth_anything are separate models with different outputs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different architectures and forward paths; same refactor style only." + "reason": "UperNet and RWKV are unrelated code paths; similar naming only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and Mamba changes are not the same concrete fix, just the same output-tracing migration pattern." + "reason": "Different model families and output mechanisms." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are distinct model stacks; too different to be one duplicate PR." + "reason": "Mamba/falcon-mamba output recording is a different concrete change than CodeGen cache/output typing." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` touch unrelated model paths; same refactor label is not enough." + "reason": "Timm backbone and CodeGen are unrelated subsystems." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are different model implementations; not the same bug or change." + "reason": "UnivNet and CodeGen do not share the same forward path or fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated code paths; similar output-tracing cleanup only." + "reason": "UperNet and CodeGen are different model families; no shared bug." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different model families; not duplicates." + "reason": "Vision-text dual encoder and CodeGen are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model implementations; same refactor theme, different code-paths." + "reason": "Depth-anything models and vision-encoder-decoder wrappers are different concrete code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate models; not the same underlying fix." + "reason": "Depth estimation refactor and speech encoder-decoder wrapper refactor are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated vision models; similar output-tracing changes only." + "reason": "Depth-anything and SuperPoint are separate model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are different architectures and forward paths; not duplicate PRs." + "reason": "Different architectures and output contracts; only the tracing refactor motif overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model code paths; same theme, not same change." + "reason": "Depth-anything and DPR are different code paths with different output semantics." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; no shared concrete fix." + "reason": "Both are encoder-decoder wrappers, but they are separate model integrations and not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related wrappers, but still distinct files and call paths; not a duplicate fix." + "reason": "Vision-encoder-decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model paths; similar refactor only." + "reason": "Different models and runtime paths; not mergeable as one PR." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are unrelated model implementations; not the same underlying change." + "reason": "Encoder-decoder wrapper refactor and DPR forward refactor are distinct changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different code paths; same refactor style, not duplicate." + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated models; not the same concrete bug/change." + "reason": "Different model families and output handling." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` target different implementations; too broad to accept." + "reason": "Speech encoder-decoder wrapper work is separate from DPR output cleanup." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different architectures and forward paths; not duplicates." + "reason": "SuperPoint and RWKV have unrelated forward paths and outputs." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated model code paths; shared refactor theme only." + "reason": "Different models, different output contracts; same refactor style only." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct model implementations; similar output-tracing cleanup but not the same fix." + "reason": "RWKV and DPR are unrelated concrete code changes." } ] }, @@ -19987,12 +19964,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "2ce817b2f1322aad3624a5f12a37bb9a3f34fe2ac3389b2ddcc1687597880d8d", + "prepared_review_unit_hash": "d5b84989b80b49d8e389155e1ad889687993381994beedccf5b773b0892af8ce", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20000,7 +19977,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20009,30 +19986,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Transformers scaffolding, but each targets a different model, different files, and different code paths, so none look like duplicates.", + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers integration patterns, so none look like duplicates or the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items are distinct model implementations for different architectures, not duplicate fixes or the same feature branch.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45075 is the strongest representative because it is the most complete non-draft model-addition PR, with conversion code, model/processing files, auto mappings, docs, and tests.", + "best_pr_reason": "PR 45075 is the strongest representative: it is a complete, non-draft model-addition PR with broad implementation/test coverage and substantial review activity.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and implementations (PenguinVL vs Voxtral TTS); overlap is only in shared Transformers boilerplate, not the same bug or change." + "reason": "PenguinVL vs Voxtral TTS are different model integrations; shared auto-registration/docs files are generic and do not indicate the same code-path change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions for unrelated architectures (PenguinVL vs DeepSeek-OCR-2); similar repo scaffolding only, no shared concrete fix." + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions with different configs, processors, and modeling code." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different assets and code paths; not mergeable as one PR for the same change." + "reason": "DeepSeek-OCR-2 vs Voxtral TTS are different models; overlap is only in common Transformers scaffolding, not one concrete fix or feature." } ] }, @@ -20062,7 +20039,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "8d2c9cf689644cdc3eda8a555dfc59a68c4f948f4e083b2b5f6f7bfc29ae5ccb", + "prepared_review_unit_hash": "01d1b8c79f239dc67f0feb4ac054ae40daf4482205be46ef9621ddf71b6453c5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20084,18 +20061,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically, but they implement different layers of the feature: one adds a generic module-fusion API, the other wires in a specific KernelConfig-based n-to-1 fusion path. They should not be treated as duplicates.", - "confidence": 0.89, + "summary": "Two open PRs in the fusion area, but they target different levels of the stack: one adds a generic module-fusion API, the other wires a specific n-to-1 kernel-fusion path through KernelConfig and integrations. They are related, but not duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational and general change: it introduces the core Module Fusion API and test coverage, making it the better canonical representative for this feature area.", + "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational Module Fusion API and tests, which is the broader abstraction the later kernel-config work can build on.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the underlying abstraction rather than one specific integration/use case.", + "best_pr_reason": "PR #44979 is the best representative for triage: it is the core, self-contained fusion API change rather than a downstream integration of that idea into kernel-backed model loading.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: #44979 adds the generic module_fusion API, while #45363 adds KernelConfig-based n-to-1 fusion integration and an example. Related feature area, but not the same bug/change or a single plausible merged PR." + "reason": "Related theme, but different concrete changes: #44979 adds a new module_fusion API and tests; #45363 adds n-to-1 kernel fusion via KernelConfig, integrations, and model-loading changes. They are not the same code-path fix and would not plausibly merge as one duplicate PR." } ] }, @@ -20125,7 +20102,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "780098e98f3220c93aa4cbbbc261e21a1326683e1c6be1e0dcf93021d9821bb4", + "prepared_review_unit_hash": "c31f2226ac684169705e904dcf37a5fa48b4bfca30ea199e9ff37eab873254dc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20147,18 +20124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it also adds tests.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by changing the same tokenizer pre-tokenizer access path; 45317 is the more complete version because it includes tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation of the bugfix.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same code path as 45086 and also adds test coverage, making it the more complete representative of the bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of the cluster: same code-path fix, same issue target, and it includes validation tests in addition to the code change.", + "best_pr_reason": "PR 45317 is the best PR because it directly matches the bug, has the same core code change as 45086, and includes additional validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same file and code path; 45317 looks like a superset/updated version of 45086 with added tests, so they are duplicates and could plausibly be merged into one PR." + "reason": "Same underlying bug and same concrete fix in `_patch_mistral_regex` / `tokenization_utils_tokenizers.py`; 45317 just adds tests, so these are duplicate PRs for triage purposes." } ] }, @@ -20188,7 +20165,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "e9f17cc79d2109619b960a6342bcbee2fd1050647eeb6dd4d7f1d1ccf2549c56", + "prepared_review_unit_hash": "9049d025b84c12747333adc15211ff3144ab7b1d5a2537b80e89ffd201f121ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -20210,18 +20187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they are not the same change: PR 45115 focuses on GraniteMoeHybrid inheritance/conversion mapping, while PR 45569 expands NemotronH into dense/sparse variants with docs and tests.", - "confidence": 0.79, + "summary": "The two PRs are related NemotronH refactors, but they target different scopes: one is a narrow inheritance/conversion-mapping refactor, while the other is a broader split into NemotronHDense/NemotronHSparse with docs and tests. They are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue links are present; as a representative PR, 45569 is broader and more complete, covering the NemotronH split into dense/sparse variants plus docs/tests, whereas 45115 is a narrower internal refactor.", + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete NemotronH architecture update; PR 45115 is a narrower precursor focused on refactoring and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "45569 is the best representative of the cluster because it implements the larger end-state model split and associated documentation/tests; 45115 overlaps on shared NemotronH internals but is a narrower refactor.", + "best_pr_reason": "PR 45569 is the strongest standalone candidate: it covers the full model split, auto-mapping, docs, and tests, making it more central and complete than the smaller refactor in 45115.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share some NemotronH files, but 45115 is a targeted GraniteMoeHybrid-compatible refactor/conversion-mapping update, while 45569 is a broader addition of nemotron_h_dense and nemotron_h_sparse with docs/tests. Same subsystem, not the same concrete fix." + "reason": "Related NemotronH work, but not the same concrete bug/change. 45115 is a focused inheritance/conversion-mapping refactor, while 45569 introduces the dense/sparse model split plus documentation and test updates. They would not plausibly merge as one PR." } ] }, @@ -20251,12 +20228,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "7eea610bd4b58694a3d01a3eba49435a67057287e66af558bcec676b56806b21", + "prepared_review_unit_hash": "ed36b037db3709849e5ee49e542185e642654d4f9bc8fa14ff37cfaccfe562ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20264,7 +20241,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20273,18 +20250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are closely related but not duplicates: one adds heterogeneous per-layer config support, while the other adds broader heterogeneous model/runtime support that depends on and extends that config work.", - "confidence": 0.84, + "summary": "These are related heterogeneous-config PRs, but they are not duplicates: one adds the config API/serialization layer, while the other adds broader model, cache, and masking support that consumes it.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative for this cluster because it covers the larger end-to-end heterogeneous model support change, including the config plumbing plus model/cache/masking integration.", + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus the downstream cache/modeling integrations and tests, so it is the most representative single PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest overall PR in the group: it is the broader, more complete change and best captures the intended heterogeneous-model feature work.", + "best_pr_reason": "PR 45332 is the best overall PR because it covers the full end-to-end heterogeneous model support path, not just the config-layer groundwork.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: #45333 is config-only groundwork, while #45332 extends into heterogeneous modeling/runtime behavior. They could plausibly land separately and should not be merged as duplicates." + "reason": "They share the heterogeneity infrastructure, but 45333 is only the config-layer piece while 45332 adds separate modeling/cache/masking changes for actual heterogeneous model support. They are related, not the same concrete change, and would not plausibly be merged as one PR." } ] }, @@ -20314,12 +20291,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ad89f04a5f2e3fd76adc628bab5f8efc0b335af1f55654f723acfd344cb60b30", + "prepared_review_unit_hash": "c0a970b633d17cabe51a7fa46a8c1bba2157e976c45bf780507df90a9bc3bb85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20327,7 +20304,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20336,18 +20313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad type-checking sweep across many transformers files, while the other adds targeted typing protocols and utilities for model/PEFT integration. They should not be treated as duplicates.", - "confidence": 0.88, + "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/helpers and related integrations. They are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more representative typing sweep: it updates type-checking config and touches many core transformer modules, so it best serves as the cluster\u2019s representative PR.", + "canonical_pr_reason": "PR 45425 is the more concrete, code-centered typing change: it adds shared typing abstractions in `_typing.py` and wires them into specific runtime paths, rather than a broad repository-wide cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best fit for the cluster because it covers the widest surface area of the shared typing cleanup work and is the more general change.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces reusable typing infrastructure affecting multiple modules, making it the most central and self-contained change here.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Related only at the level of general typing work; they fix different concerns and code paths. #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/aliases for modeling_utils and related integrations, so they could not plausibly be merged as one duplicate PR." + "reason": "Both are about typing, but they are distinct efforts. 45415 is a wide type-checking pass plus pyproject ignore changes across many files; 45425 adds specific typing protocols/helpers and small integrations in a different code path. They could be merged separately." } ] }, @@ -20377,12 +20354,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "b6216795a0dc76c28e0047599ac07c42056db4dd555607633aa2d3332ddbb06f", + "prepared_review_unit_hash": "0f79d26cf6430d6788acea723ff7feac24d6cbf271b1d1deb2ac9505ac30d1c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20390,7 +20367,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20399,18 +20376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated fix PRs in different model implementations: one addresses multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes Mamba2 cache behavior when seq_len > 1. They share the general theme of cache handling but not the same bug or code path.", - "confidence": 0.98, + "summary": "These PRs are only superficially similar: both adjust cached forward behavior for seq_len > 1, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the better representative for its cluster because it has a clear explicit issue target (#46032) and a narrowly scoped fix to a concrete cache-length bug in Mamba2.", + "canonical_pr_reason": "PR 46084 is the more focused standalone fix: it has an explicit issue target (#46032) and addresses a specific Mamba2 cache path bug for seq_len > 1.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the strongest standalone PR: it targets a specific reported bug, has a focused diff, and the change is directly tied to seq_len > 1 cached execution. PR #45513 is also a valid bugfix PR, but it covers multiple model files and a broader set of cached-forward paths.", + "best_pr_reason": "PR 46084 is the best representative PR in this set because it is narrowly scoped, clearly linked to a concrete issue, and fixes a single model-specific bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: they fix different models and different cached-forward code paths; only the broad topic of cache handling overlaps." + "reason": "Different underlying bugs in different architectures: 45513 fixes multi-token cached forward for Qwen3.5/Qwen3-next/OlmoHybrid linear attention/GDN, while 46084 fixes Mamba2 use_cache behavior when seq_len > 1. The shared theme is caching, but the code paths and fixes are not the same." } ] }, @@ -20440,7 +20417,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "5f079e28ad9f004fc0eb12a574d224a76673206f2d4fa73f444062f22c6ccc76", + "prepared_review_unit_hash": "3778e2c6a5b32a2e2e846e08812e01817c41f83f73c3c5bddc698f463306195b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20462,18 +20439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related EP/loading fixes, but they target different failure modes: one is about preserving distributed_config/EP state for ZeRO-3 loading, the other about preventing expert parameters from being overwritten during FSDP2/rank-0 broadcast.", + "summary": "Both PRs touch expert parallelism, but they address different concrete bugs: #45548 is about EP + DeepSpeed ZeRO-3 loading and config serialization, while #45662 is about EP + FSDP2 rank-0 broadcast overwriting experts during load. They are related in subsystem, not the same underlying change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical pick: it names a specific bug, shows a concrete loading-path fix across the relevant code, and appears to address the most explicit expert-parallel correctness issue.", + "canonical_pr_reason": "#45662 is the better canonical PR candidate because it targets a clearer, more specific failure mode and has the broader set of loading-path changes directly tied to that bug.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best overall representative because it has the clearest bug statement and the most direct code-path fix for expert-parallel loading corruption.", + "best_pr_reason": "#45662 is the best overall PR in this cluster because it addresses a concrete expert-parallel loading corruption bug with multi-file code-path fixes, whereas #45548 appears to cover a different loading/serialization issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP and loading, but they fix different problems: #45548 preserves distributed_config/has_ep for accelerate/ZeRO-3 compatibility, while #45662 prevents experts from being overwritten by rank-0 broadcast in FSDP2. They are not the same underlying bug and would not be merged as one PR." + "reason": "Reject: both involve EP/loading, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, while #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different code paths and failure modes." } ] }, @@ -20503,12 +20480,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "c04ff06d6f3284a13113cd2ecf8cd32f121b53e72c1cbc75f12af314f03eeac0", + "prepared_review_unit_hash": "31c00f2e9d7b89df3998136d1240b6bdc2d6c15c228f22912b3b7045a5bd2c34", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20516,7 +20493,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20525,18 +20502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist captured_info logging problem; #45645 is the broader, more complete version and includes the core fix from #45639 plus CI handling for multiple output files.", - "confidence": 0.84, + "summary": "Both PRs address the same xdist-related captured_info artifact collision problem; PR #45645 is the broader, more complete change and subsumes the narrower fix in #45639.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the core xdist-safe captured_info fix in testing_utils and also updates CI tooling to consume the new per-worker files, making it the more complete change set.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI/workflow changes needed to consume multiple captured_info files and preserve debug logs.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best overall representative since it addresses the same underlying bug as #45639 but also preserves CI debug log collection for the new artifact layout.", + "best_pr_reason": "PR #45645 is the best representative because it addresses the full underlying problem end-to-end, while #45639 is just the core code change subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: #45639 is a subset of #45645 for the same captured_info xdist collision bug; #45645 extends the same fix with workflow updates to read multiple captured_info files." + "reason": "Same concrete bug family: xdist collisions for captured_info artifacts. #45645 contains the same testing_utils fix and adds supporting workflow/log handling, so the two could plausibly be merged into one PR." } ] }, @@ -20568,7 +20545,7 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "a53d499a3f35872c6a7fb40ef985edf073c0ab6bf2bff1aec20a2e8a2d6198eb", + "prepared_review_unit_hash": "87671571ee65b980b5cc9901af134d2e98765d333e0281dfe17bb7dafc7efdef", "component_budget": { "node_count": 3, "item_count": 3, @@ -20590,24 +20567,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all linter/modeling-rule related, but they address different rules and different code paths. None of the soft pairs look like the same underlying change.", - "confidence": 0.94, + "summary": "All three items are separate linter/modeling-rule PRs, not duplicates; two are TRF016/TRF018 rule additions and one is TRF003 tuple-return work. The only apparent overlap is broad linter/docs infrastructure, which is not enough to merge them.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the clearest standalone rule-addition patch and the broadest representative of the cluster theme, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 46259 is the best representative PR in this set: it is the most explicit new-rule change (TRF018), has the broadest implementation footprint, and is more substantial than the narrower TRF016 fix in 46023.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the best representative PR: it adds a new modeling rule with focused documentation and code updates, making it the most self-contained change in the set.", + "best_pr_reason": "PR 46259 is the strongest standalone item because it adds a distinct modeling rule with the largest scope and clearest specification; the others are narrower or about a different rule entirely.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different rules and different fixes: 45720 implements TRF003 across model forwards, while 46259 adds TRF018 for image/video processor flags. Shared linter tooling is not enough to make them duplicates." + "reason": "Different underlying changes: 45720 implements TRF003 tuple-return handling in model forwards, while 46259 adds TRF018 for dead do_* flags in image/video processors. Shared linter/docs context is too broad to treat as the same fix." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter-rule fixes, but they target different rule numbers and different model groups. The overlap in docs/setup is incidental, not the same concrete change." + "reason": "Both touch modeling_rules/docs and linter-related files, but they target different rules and bug classes: 46023 is TRF016 for consuming do_* flags, while 46259 is TRF018 with a different rule and model set. Not the same code-path problem." } ] }, @@ -20706,7 +20683,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "916595aed7fb97bb8d6c9399ed8f6e4ae0efbcbc06328654ad849d3362f0f953", + "prepared_review_unit_hash": "17cc40bce2629f69ae39f0cad1e14840031738cf4fbae1b28d7731c3a8376652", "component_budget": { "node_count": 3, "item_count": 3, @@ -20728,30 +20705,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs to add SDPA dispatch support, but they target different model implementations and code paths, so they should not be merged as duplicates.", - "confidence": 0.89, + "summary": "Three open PRs all add SDPA dispatch support, but each targets different model families and code paths (CTRL, T5, and wav2vec2/seamless variants). They are related by theme, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest and most representative of the recurring SDPA-dispatch work, spanning multiple model families and tests.", + "canonical_pr_reason": "PR 46196 is the broadest representative of the shared SDPA-dispatch theme, spanning multiple model families and the largest set of code/test changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 has the widest scope and strongest evidence of a complete, reusable SDPA-dispatch pattern across models.", + "best_pr_reason": "PR 46196 is the strongest cluster representative because it covers the widest scope and the most complete implementation across related models.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA support, but for different model code paths (CTRL vs T5). They are similar feature work, not the same underlying bug or change." + "reason": "Same high-level feature request, but different concrete model implementations (CTRL vs T5) and separate code paths; not mergeable as one duplicate PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "They overlap on SDPA dispatch, but target different architectures and modules. The fixes are not one concrete mergeable PR." + "reason": "Both add SDPA dispatch, but for different architectures and files (CTRL vs wav2vec2/seamless); related work, not the same underlying change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5-specific SDPA dispatch and the multi-model wav2vec2/SeamlessM4T work address different implementations, so this is not a duplicate." + "reason": "T5 SDPA dispatch and wav2vec2/seamless SDPA dispatch touch distinct model code paths, so they are not duplicates and should remain separate PRs." } ] }, @@ -20781,12 +20758,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "c516d977ed00497ee244c9b6b6392d721edf3a6fcf4bddc69ad5e087fe87b673", + "prepared_review_unit_hash": "18a502b4f1b8e3c45d89b65b0e74dbf15279d80d6e45e5f51472546b9c2cd5dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20794,7 +20771,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20803,18 +20780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed/parallelism code, but they are not the same change: #46126 is a focused EP + Trainer integration PR, while #46269 is a broad distributed branch-base refactor spanning FSDP, tensor parallel, integrations, CI, and model code. The shared filenames are not enough to treat them as duplicates.", - "confidence": 0.84, + "summary": "These are not duplicate pull requests. PR #46269 is a broad distributed-branch base touching many distributed subsystems, while PR #46126 is a narrower EP + Trainer integration change that only overlaps in a few shared files.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the better canonical PR because it is the narrower, concrete change with a clear feature scope (EP + Trainer integration) rather than a broad branch-base sweep.", + "canonical_pr_reason": "PR #46269 is the more central umbrella PR for the cluster: it spans the distributed stack broadly and appears to be the base branch that other distributed work would build on, whereas #46126 is a narrower feature-specific follow-up.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative PR for the cluster because it is more specific and actionable; #46269 is too broad and mixes many unrelated distributed changes.", + "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the larger, more general distributed integration PR and explains the shared-file overlap better than the narrower EP/Trainer PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share a distributed-code theme and a few filenames, but the PRs do different things. #46126 targets EP routing and trainer integration; #46269 is a large base-branch PR covering FSDP, tensor parallel, integrations, CI, and multiple models. They do not look like the same concrete bug/change and would not plausibly collapse into one PR." + "reason": "Reject: they overlap in distributed files, but the titles and diffs indicate different changesets and scopes. #46126 is EP + Trainer integration; #46269 is a broad distributed branch base across FSDP, tensor parallel, MoE, and CI. Shared filenames alone are not enough to treat them as the same fix/change." } ] }, @@ -20844,7 +20821,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c04cf52c115af5cc961cf99800857740a3fca7a11588ffdd552ffb5e39879080", + "prepared_review_unit_hash": "80550dfb1c41b2496fa2ba3efc84e8dc0f9f0db3e950f1ddab22247a7bcf3264", "component_budget": { "node_count": 2, "item_count": 2, @@ -20866,18 +20843,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs avoid reading source files with open(), but they target different code paths and different problems: package resource resolution in import_utils vs. attention-implementation detection in modeling_utils. They are similar in technique, not the same underlying change, so the soft edge should be rejected.", - "confidence": 0.92, + "summary": "These are two separate hardening PRs that both replace fragile source-file opening, but they fix different code paths in different modules. They are related by theme, not by the same underlying bug or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR for its own change because it has a narrower, explicit behavior change with accompanying tests, making the bugfix intent clearer.", + "canonical_pr_reason": "PR 46207 is the better representative for the cluster because it fixes a specific `_can_set_attn_implementation` source-inspection path and includes tests; PR 46152 addresses a different helper in `import_utils.py` with a separate implementation change.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the broader utility-level change, but 46207 is the stronger representative of a concrete bugfix. If selecting one PR for the cluster, 46207 is the better fit overall.", + "best_pr_reason": "PR 46207 is the strongest overall representative: the problem statement is explicit, the change is tightly scoped, and the accompanying tests make the fix concrete. PR 46152 is a different source-resolution refactor in another file.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same general pattern (replace file-open source inspection), but different modules, different code paths, and no indication they fix the same concrete bug or could be merged into one PR." + "reason": "Both PRs harden source lookup and avoid raw `open()`, but they target unrelated code paths (`import_utils.py` vs `modeling_utils.py`) with different logic and no shared concrete bug; this is thematic similarity, not a duplicate change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b958d96e7f23355857dcee35cc4c364f71c9149a..2a88b5cde77445e8979731af80111ff3831e5478 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260529t180028z", + "analysis_id": "hybrid-model-20260530t000035z", "archived_artifacts": { - "hybrid": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260529T180028Z/analysis-runs/hybrid-model-20260529t180028z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-29T18:06:27Z", + "published_at": "2026-05-30T00:09:32Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260529T180028Z", + "snapshot_id": "20260530T000035Z", "variant": "hybrid" } diff --git 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not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen3_5Moe rotary embedding, but one is CPU offload compatibility and the other is uninitialized memory after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 load failure and GPT-OSS tensor-parallel problem are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch and CustomTrainer compute_loss signature change are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training and model-parallel bugs." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and error types." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch and expensive reverse-embedding lookup are different Gemma4 bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS MoE TP issue are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different failures in different training/runtime paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime errors; not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing error and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model and backend issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different errors and model families." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram integer error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and Qwen3.5 embedding unpacking are different problems." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are similar in shape but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed functionality." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/device and MPS backend issues." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated training bug vs MPS backend bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths: Liger cross-entropy call vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different distributed training and trainer API compatibility issues." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: activation checkpointing mismatch vs GenerationMixin import breakage." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model support issue and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs in unrelated training paths." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading errors, but they involve different models and likely different root causes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config regression and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support issue and table QA crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run command docs are different documentation issues." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different subsystems and failure modes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs for Granite models." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH loading failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one broad tokenizer regression target and one closely related ZeRO-3/Bert IndexError pair, while treating the rest as heterogeneous. The accepted soft-edge duplicates are supported by strong title-level overlap, and there is no clear evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960" + ], + "prepared_review_unit_hash": "f9952b960ec7fffc1cd7c478b4611c2082cd2014ce48a2a566b53cbbb57ff4c5", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a heterogeneous mix of unrelated Transformers regressions and model-specific runtime failures. There is no strong duplicate cluster here; the soft pairs look thematically similar at best, but not the same underlying bug or fix.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45698 is the broadest and most representative loading regression in the set: it concerns incorrect custom-module resolution after save/load, has active discussion, and is more general than the narrower model-specific failures around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best anchor for triage because it describes a concrete, user-facing regression with wider applicability than the other items and is easy to action independently.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a Gemma3/vLLM config attribute error and the other is a Qwen3-MoE sliding_window issue; different models and failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "One is a model-load failure in tests, the other is a corrupted checkpoint; these are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are tensor shape/index errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3/BertModel zero-size index error." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a PretrainedConfig/pydantic regression are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert index error is not the same as a torch 2.4.1 vs transformers 5.8.0 compatibility issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes do not share the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a crash in chat usage and the other is a streaming inference API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 loading/runtime failure and table QA crashes are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config error and Gemma4 device mismatch are different bugs despite both being model-specific regressions." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights vs corrupted checkpoint are not the same issue." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and an MPS histogram op error in MoE are different runtime paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and an MPS Int histogram issue are unrelated backend-specific bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/backend runtime errors, but they affect different models and triggers (torch dynamo tracing vs autocast)." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compile TypeError are not the same problem." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding-window config error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and a Gemma4 device-map mismatch are distinct regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but one is mask-shape mismatch and the other is Gemma3ForConditionalGeneration under DeepSpeed ZeRO-3." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and gpt-oss GGUF support are different feature gaps/issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS MoE tensor-parallel issue are different MoE bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA reserved-memory/OOM regression is not the same as tied-weights issues on translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failures are different model/runtime paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and a pydantic config-field regression are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are different runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Two index errors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 initialization bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text-embedding quality regression and siglip2 nonsensical AutoModel/pipeline results are related only at the model family level, not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 multimodal internals, but one is from_config text_config unwrapping and the other is uninitialized rotary embedding memory after to_empty(cuda)." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and torch-version incompatibility are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 dtype mismatch and Qwen3.5 embedding unpacking with TRL are different model-specific bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking are unrelated training/runtime issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a trust_remote_code cache-path collision and the other is wrong module selection after save_pretrained; different root causes." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn2 fallback blocking are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and tied-weights translation-model regressions are only broadly related, not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and the generic GLM5 issue are not the same failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "0c7fe892f5a62240d6b98e084cc420d4e9d6b85044cf89da5d881fda92a99167", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different issues; the only strong duplicate cluster here is the Transformers 5.x non-persistent-buffer corruption regression. No PRs were provided.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest, most general report of the non-persistent-buffer regression and best captures the underlying core bug shared by the related variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it states the root regression directly, is broadly applicable, and subsumes the narrower buffer-corruption symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config vs flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weights translation-model behavior." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tied weights in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer activation bug vs docs cleanup." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is not the same as tied-weights v5 issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths and symptoms: TRL input unpacking vs invalid method call." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to removed run-command docs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and NVFP4 load error are different model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3 NVFP4 loading failure does not match GraniteMoEHybrid invalid-method failure." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors are not the same as a general SigLIP2 embedding-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer junk/corruption bug in v5." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as Qwen3.5 3D position_ids/SDPA fallback instability." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API kwarg mismatch and DeepSpeed ZeRO-3 loading index error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Missing AutoImageProcessor export is not the same as torch/transformers version incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and Float8 storage lookup error are different quantization issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "The Qwen3_5Moe inv_freq uninitialized-memory bug is a concrete manifestation of the same non-persistent-buffer regression." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is not the same as generic loading noise." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad Voxtral tokenizer error message is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5Moe buffer initialization." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is not a tokenizer-version-change issue." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal-memory-access on Qwen3.5 is different from CPU-offload rotary-embedding incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading error is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and ScandiBERT load failure are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise and sleng-bert load failure are different reports." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:45020", + "right": "issue:43643", + "accept": false, + "reason": "Broad remote_code breakages are not specific enough to match the missing-fields AutoConfig bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Device/backend-specific MPS issue is not the same as Gemma4 forward device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v loading failure and Molmo missing attribute are different model bugs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are separate model-loading failures, not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and correctly identifies the non-persistent-buffer regression cluster (43950/43644/44534/45902) while treating the rest as distinct. No PR pairs were present, so there\u2019s no mergeability concern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44991|issue:45399", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "4f3a8f517ce057ebe6e79f03a3d4607bc39380e759a567e184b6f4b412744d27", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37052, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, DeepSpeed, docs, and vision/audio issues that only share superficial keywords. A few soft pairs are true duplicates or near-duplicates, mainly the docs cleanup and the mask-shape error; most other pairs should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here because the cluster spans multiple unrelated bug classes and model families; only a few soft pairs are genuine duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate stands out as a representative duplicate target; the cluster is too mixed to normalize to one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer loading regression vs flash-attn fallback being blocked by extra checks." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a model compatibility break on hf4.x\u2192hf5.x and the other is a config warning about tie_word_embeddings." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class is unrelated to the bitsandbytes Int8Params `_is_hf_initialized` TypeError." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code loading regression vs a Gemma4 device placement bug; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping failure is not the same underlying bug as remote_code loading breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash is a different issue from flash-attn fallback gating." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and symptoms; one is a Qwen3VL weight_only load error, the other is a GLM5 issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "KeyError loading MobileLLM is unrelated to flash-attn fallback logic." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage and Kimi tokenizer codec regression are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head weight tying bug is not the same as non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error with a non-pretrained Bert model is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is a different issue from remote_code model loading regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression: stale pipeline task references that should have been removed in v5." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure is not the same concrete bug as `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor-argument incompatibility during model loading/init_empty_weights." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and bitsandbytes parameter construction error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is an actual tokenizer load failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective under PEFT LoRA is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` argument and mask/tensor shape mismatch are unrelated trainer/runtime errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but they affect different Qwen variants and describe different loading failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is missing weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash test-loading failure is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility has nothing to do with CLIPTokenizer's `model_max_length`." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression in v5.3.0, with one being a model-specific manifestation." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class: mask length and indexed tensor length mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error-message issue is not the same as failure to load `cjvt/sleng-bert`." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation map processing are entirely different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs are plausible duplicates or near-duplicates based on the titles/bodies, and the rejected pairs are generally separated for defensible reasons. No overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43644|issue:44534" + ], + "prepared_review_unit_hash": "e7bd24304d3344b61a8073c4ec1ef94542bbe9500b360690fdd94a750d912a6f", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. Clear duplicates only appear in a few small subgroups: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and the SigLIP2 bad-output reports. Most other pairs are model-specific issues with different root causes.", + "confidence": 0.82, + "canonical_issue_reason": "43950 is the clearest and most general statement of the non-persistent-buffer regression, which is the strongest duplicate theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue: it precisely describes the underlying v5 regression and is broad enough to anchor the duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: one is a Qwen2.5-VL RoPE/position-id scaling issue, the other is a Qwen3.5-MoE meta-materialization memory bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different failures: FSDP2 KeyError from per-layer KV state rebuilding vs device mismatch in PLE with auto device mapping." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths: non-persistent buffer corruption vs a long-ocr index error in Kosmos2.5." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime issues: Qwen3-vl StopIteration vs an MPS histogram op not implemented for Int." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs Flash Attention illegal access on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5 breaks custom model initialization; the notebook mention is just a narrower manifestation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug: GGUF gpt-oss support and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and models: AudioFlamingo3 batched leakage vs Qwen3.5 input-embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different domains: 3d_parallel.py run failure vs GGUF gpt-oss support." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: Qwen3MoE FP8 failure vs generic meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same bug as meta-device loading failures." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: tokenizer mapping/model-like helper failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: GenerationMixin import error vs Qwen3MoE FP8 failure." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs a Kosmos2.5 long-input index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Qwen3-vl video StopIteration vs a generic mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 inference bug: both report nonsensical/near-zero outputs from google/siglip2-base-patch16-224." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/ASR paths: embedding leak across tracks vs Whisper empty-transcription behavior." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 with a non-pretrained BertModel vs add-new-model-like failing on tokenizer mapping names." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "IndexError under ZeRO-3 is unrelated to the tokenizer-mapping-name failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different mechanisms: tokenizer mapping lookup bug vs tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config loading, but the titles point to different models and different specific validation failures; too broad to merge confidently." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: gpu+cpu offload dequantization failure vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different concrete bugs: bad probabilities vs docs-example model/processor mismatch and quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: qwen3_moe LoRA compatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different issues: auto device mapping cudaErrorAssert vs FP8 configuration failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are generic load failures for different BERT checkpoints, but the titles do not show the same underlying bug or code path." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 loading of language_model vs save_pretrained visual-encoder key handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: Qwen3_moe LoRA incompatibility vs Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5; both describe buffers being filled/corrupted with junk." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are supported by the issue titles, especially the Transformers v5 non-persistent-buffer regression, the custom model initialization breakage, and the SigLIP2 reports. The rejected pairs also read as appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292" + ], + "prepared_review_unit_hash": "26b30cb6011f14b26bc5ab5d8da2f794e9dd38c47c1d814d9dab002d208bf49a", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37675, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft duplicate pair looks strong: the Gemma4/t5gemma resize_token_embeddings regression. The rest are similar-theme but different bugs, models, or code paths.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45276 is the more complete and representative report of the resize_token_embeddings propagation bug, covering both embed_tokens_per_layer and output_embeddings; issue:45335 appears to be a narrower duplicate of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best cluster representative because it describes the bug most fully and spans the broader affected surface, while still matching the duplicate report in issue:45335.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different subsystems: Trainer checkpoint resumption math vs SGD argument handling." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure and Strix Halo mmap OOM are unrelated failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is an inference/output quality bug; not the same concrete issue." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different tokenizer code paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7 test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GLM-4.7 loading in tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is a Qwen3 MoE memory-usage report; the other is an offloading-with-quantization bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x is a different problem from Qwen3-VL loading shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer initialization and the other is custom-model initialization in Jupyter." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training memory usage and the other is int4 CUDA reserved memory/OOM; different causes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures, but for different models and with no evidence of the same underlying bug." + }, + { + "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:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct model/serve issues." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are different loading/saving regressions." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug affecting downstream tied/output embeddings; 45335 is a narrower model-specific manifestation of 45276." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they affect different model classes and there is no clear shared code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example issues and GLM5 loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device model-loading breakage are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 training KeyError and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory pressure, but one is quantized offloading behavior and the other is int4 reserved-memory growth/OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization problems on different models: NVFP4 load error vs MXFP4 fallback to bf16." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization memory regression and mmap OOM on Strix Halo are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness in training and the other is eval-mode prohibition." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related embedding-resize regressions, but the affected surfaces differ and there is not enough evidence they are the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions are generally conservative. The accepted 45276/45335 pair is well supported by the two resize_token_embeddings regressions, while the rejected pairs mostly involve different models, subsystems, or failure modes with no strong evidence of a shared concrete bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:43257", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43257|issue:44863", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "e49771243c344df7c3895f3d162776e1f471dfe3c5e4b750d586195f84b3a614", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One soft duplicate pair looks like the same underlying resize_token_embeddings bug; the rest are only broadly related by subsystem/theme and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broader, model-agnostic report about resize_token_embeddings failing to update output embeddings, making it the best canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest and most general statement of the bug, with the companion issue (45335) appearing to be a model-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: one is a model-loading/unit-test issue for GLM-4.7-Flash, the other is a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training behavior, but the concrete bugs differ: eval-mode gradient checkpointing vs NaN/SDPA fallback in Qwen3.5 RLHF." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: extra_state save/load handling versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Related to custom-model save/load, but one is file permission propagation and the other is loading the wrong custom module; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Distinct bugs: auto device mapping CUDA assert on Qwen3 vs track-to-track embedding/token leakage in AudioFlamingo3." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are a different issue from Strix Halo mmap OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve custom-model workflows, but one is notebook initialization on v5 and the other is extra_state save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embedding weights; 45335 is the T5Gemma-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different model-loading/runtime failures: autocast dtype mismatch vs meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer loading complaints, but the reported problems and affected models are different and not clearly the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is too broad to merge with a specific autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint/loading issues, but one is Qwen3 MOE conversion with accelerate+deepspeed and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a tokenizer-version behavior change." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A generic Torch 2.10 incompatibility report is not the same as a model-specific device mismatch in Gemma4." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-initialization regressions, but the first is about base_model_prefix loading and the second about notebook-defined custom models." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same code-path problem." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different errors: PagedAttentionCache invalid group type versus a compile-time non-template-node TypeError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportable-check failures and Perceiver interpolation failures are different model/export bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask shape IndexError." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compile errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different deprecated pipeline docs and different mismatch types." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to from_config not unwrapping text_config for multimodal configs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict on T5 is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 45292/45335 pair is well supported by the titles and clearly looks like the same resize_token_embeddings bug in two variants, while the other soft-edge pairs are appropriately rejected rather than over-merged." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645" + ], + "prepared_review_unit_hash": "c208f23b0d9ea319784978741572b70ac9fd599c7540a9abf00f1d09b8f71abc", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35986, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regression reports; only a couple of soft pairs look like they may share the same concrete bug path. The strongest shared thread is the GGUF loading breakage.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43452 is the best representative because it describes the broad GGUF loading failure path, which plausibly subsumes the more specific Qwen2.5-GGUF report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the most useful standalone issue in this set: it is broad, concrete, and likely the upstream/root report for the shared GGUF loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: one is a model/pipeline output quality regression, the other is ModelOutput key assignment behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes: one is Qwen3VL loading breakage, the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but they are different code paths and different models; not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated memory issues: MoE training memory usage vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific tokenizer/model behavior regressions." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language vs CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the video-input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but they affect different models and different forward paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer-loading regressions affecting different models and mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping lookup vs flex_attention compilation failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated problems: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." + }, + { + "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." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to tokenizer post-processor updating." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different components: multimodal dtype mismatch vs template compilation error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-loading regressions for different models." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting vs multimodal IterableDataset failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty transcription generation after align_special_tokens." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and distinct loading failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is not the same as non-template-node compilation failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen family bugs with different failure points and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related only at a high level (v5 model initialization), but not the same concrete bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo attribute error and sleng-bert loading failure are different issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These look like the same audio feature-extraction bug around _torch_extract_fbank_features / LasrFeatureExtractor crashing on unsupported args." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compile is not the same as StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF-loading regression in v5; 43482 appears to be a specific manifestation of the broader 43452 issue." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is a different code path from GGUF loading failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs (44206/44220 and 43452/43482) are plausibly the same concrete bug paths, and the remaining pairwise rejections do not overclaim overlap. No clear evidence of overstated linkage or non-mergeable PR pairing." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36032", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "527f7c27bcbfe5ffb002f80944f552d59411db098d586e2c9e319003f22ef2d2", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36718, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only superficially similar and do not look like the same bug. The only strong duplicate candidate is the Qwen3.5 save_pretrained regression pair (45216/45357).", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression, while 45357 looks like a narrower follow-up about the same broken save path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the best representative of the cluster\u2019s only clear duplicate thread: a concrete, user-facing serialization regression with clear follow-up overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs and model paths: Qwen3.5 hidden-state output vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but one is packaging/extra installation and the other is a specific backend-mapping error." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-related, but one is chat-template sample-rate defaulting and the other is MIMI batching/padding-mask behavior." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead issue vs API contract bug in StaticCache length return type." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization regression is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and symptoms: tied-weights attribute error vs tokenizer loading failure." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal bugs: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but one is a missing tie in Mistral3 and the other is save_pretrained serialization varying by device." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise issue is not the same as the Mistral tokenizer regex crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: nonsensical SigLIP2 outputs vs processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to the non-persistent buffer bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio/codec issues, but they affect different models and different mechanics." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure is unrelated to the OmDet-Turbo processor image-size bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes: model loading for ScandiBERT vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths; only broad 'loading fails' similarity." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "FBank feature extraction bug is unrelated to compiled flex_attention compatibility." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 narrows it to incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs MobileLLM key error are distinct load-time issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized error are separate regressions." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different float8-related failures with different error surfaces and code paths." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to the mmap/OOM mitigation request." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to the model-loading failure in 44987." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head initialization bug is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related bugs: PaddleOCR-VL load failure vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window bug and strict-config loading bug are separate issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Different regression families: video-input behavior vs still-image rope-index scaling." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to the 'unnecessary noise' loading issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The Qwen3.5 save_pretrained pair (45216/45357) is the only clearly supported duplicate, and the other soft-edge rejects are mostly justified by the issue titles. No PR-mergeability concerns apply here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:41553|issue:43582", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43632|issue:45072", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "24bfbcea53f03cd02daf38b7b596f1d26fc087c7998835925ff50507cdf168fb", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected. If a representative issue is needed, the broad loading-related report is the closest anchor, but it is not a real canonical duplicate target for the rest.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44403 is the most generic/broadly framed report in the set ('Unnecessary noise when loading a transformer'), so it is the closest thing to a cluster anchor, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44403 is the best global representative only because it is broad and open-ended; however, it does not meaningfully subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: perplexity on GPT-OSS evaluation vs Whisper processor.batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: Whisper model runtime failure vs missing Float8 storage type lookup." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL issues and code paths: multi-GPU training vs IterableDataset with multiple images per prompt." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch 2.9 compiled flex_attention breakage is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is loading noise/warnings, the other is tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token post-processing updates and the other is BOS/EOS insertion regression." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is unrelated to missing supports_gradient_checkpointing on a remote-code model." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning/dataset handling and the other is rope index temporal scaling; different concrete bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong Granite token IDs; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure in transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is flash_attention_3-specific and the other is a num_labels=1 loss configuration bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are TF/backend packaging issues, but one is missing TensorFlow in torch extra and the other is undefined tf backend with tensorboard-only install." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/shared-weight bug is unrelated to Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different batching/masking bugs in different models: MIMI encoder padding mask vs Gemma3 mixed-length sliding-window NaNs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/check failure is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to init_empty_weights unexpected argument handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is custom model initialization; not the same code-path." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TF backend packaging issue is unrelated to PaddleOCR-VL loading failure in vLLM." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions: hf initialization flag handling vs bf16 dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 OCR long-input index error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:43761|issue:44079", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43262|issue:43746", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43317|issue:43873", + "issue:43377|issue:44898" + ], + "prepared_review_unit_hash": "7f31c4b840859991158b7cd382cd07b77c0f51553f62ff9e36c00887af9d9fc6", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37184, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers v5-era bugs and regressions (multimodal position IDs, quantization/offload, tokenizers, config/load issues, etc.). The soft edges mostly reflect shared subsystem vocabulary rather than the same concrete defect, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate cluster is apparent. If one issue must represent the group, issue:43873 is the broadest offloading/quantization report and has the strongest activity signal, so it is the most reasonable cluster placeholder.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is broad, active, and closest to the offloading/quantization theme that several other items loosely resemble.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure. Same vision domain, but not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "One is a ModelOutput key assignment bug, the other is junk-filled non-persistent buffers. No concrete shared failure mode." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model config failing to tie them and the other is device-dependent serialization behavior. Related, but not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL paths: multi-image finetuning with IterableDataset vs video position-id regression. Same model family, different defects." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and loaders: FineGrainedFP8 Qwen3Moe failure vs Qwen2.5-GGUF loading under v5. Not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids. Close, but not clearly one bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated internals with different symptoms." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different stack and failure: PaddleOCR-VL loading in vLLM vs a torch/transformers version incompatibility. Not a duplicate." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "One is a Qwen-vl video-input regression, the other a Gemma4 device_map mismatch. Different model paths and bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different code paths and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights signature mismatch is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is int4 quantization memory growth and the other is a Sam3Video OOM report. Too broad to merge." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Two tokenizer regressions, but on different APIs and models: special-token insertion vs wrong token IDs across multiple families." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for unrelated models; only the generic 'does not load' wording overlaps." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different device-mapping bugs on different models; one is cudaErrorAssert on A800, the other is Gemma4 PLE mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying in AyaVisionConfig and torch.compile/SDPA in Bamba are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc example errors for SigLIP2 are not the same as Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language-model benchmark and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo image-size mismatch are different model-specific problems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bf16 dtype mismatches in wrapper models are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as composite Qwen text_config unwrapping." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed and a missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and ineffective gradient checkpointing with PEFT LoRA are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broad offloading complaint. Not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching/padding-mask behavior is unrelated to Perceiver interpolation on non-default resolutions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:44008|issue:45823", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:43322|issue:46050", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:44479|issue:44918", + "issue:41720|issue:43322" + ], + "prepared_review_unit_hash": "01e3eaed31eeb95d3010b86883f5c8253cc78564db50721c02fe0d225d30bd80", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs share only broad keywords (loading, offloading, generation, tokenizer, serialization) but not the same concrete bug or fix path. I found no soft pair that should be merged as duplicates with high confidence. No PRs are present in the cluster.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43873 is the broadest representative issue in the set: it is open, has substantial discussion/inbound references, and its scope (offloading with quantization) matches the common infrastructure theme better than the many model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate for the cluster because it is the most umbrella-like, active, and centrally referenced loading/offloading problem among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression vs tokenization behavior changes; different failure modes and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is tied-weight serialization and the other is packed-weight unpacking for BitNet; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Model load failure in vLLM vs tokenizer loading regression; unrelated subsystems." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different symptoms: device-map CUDA assert vs flash-attention generation bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression vs kernels package import/version requirement issue; separate root causes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing tied-weights metadata on a model class; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head weight saving by device and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: model loading vs tokenizer loading; no shared concrete defect." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue vs Qwen3Moe FP8 config failure; not the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a device-mapping CUDA assert." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward vs Gemma4 PLE device mismatch; different models and bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading bug vs Trainer max_steps resume calculation; different layers of the stack." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config handling for granite_speech vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs tokenization changes; no common code path." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs dtype mismatch in inference; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs incorrect saved visual encoder keys in Qwen3.5; different symptoms and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs accelerate loading of packed weights; separate problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch vs FP8 model load failure; no shared bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backends installation issue vs kernels dependency version gating; not duplicates." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected Trainer keyword argument vs parallel script failure; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous batching multimodal crash vs Gemma4Processor missing _tokenizer; different failure points." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization memory regression vs apex RMSNorm memory leak; both are memory-related but not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is quantization offloading in general and the other is mmap on Strix Halo; different fixes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model-specific loading/compile failures; no shared code path." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output-size mismatch vs Perceiver interpolation failure; both vision-related but not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading regression vs non-persistent buffer junk; different runtime paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding vs image processor output resolution mismatch; unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collision for trust_remote_code vs permissions propagation in save_pretrained; separate concerns." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next vs sinq quantization save/load breakage; not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 vs tokenization changes across versions; different reported breakages." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs dequantized model loading with GPU+CPU offload; related theme, but distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in several Qwen VL models vs TRL SFT unpacking of embeddings; unrelated paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Device-map CUDA assert on Qwen3 vs Llava Next segfault; both model loading issues but 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": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "88811b8c44d401244575c0aa563c9436c9690bfb9818f94ddebd970fabddf15e", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "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 across tokenizers, multimodal processors, generation, configs, loading, and distributed inference. The only clear duplicate pair is the Qwen2.5-VL batched `padding=False` crash.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the best canonical issue: it is the earlier, more specific report of the exact `Qwen2_5_VLProcessor.apply_chat_template` batched-input `padding=False` crash, and issue:44545 appears to be the same bug with a near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate topic in this set and has the clearest, most precise wording of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version issues, but one is a perplexity regression and the other is a generic tokenization-change report; different symptoms and likely different causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "One is a Qwen3 device-mapping CUDA assert, the other is a failure running `3d_parallel.py`; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve large-model distributed setups, but the concrete failures differ: CUDA assert during auto device mapping vs tensor-parallel not working for GPT-OSS MoE." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import failure is unrelated to `3d_parallel.py` execution." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and `evaluate`/kernels import requirements are different dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to kernels version/revision import constraints." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different model families and different bugs: Mistral regex patching vs Granite token IDs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window behavior bug; the other is a StableLm config attribute regression." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3 API discrepancy and the other is GPTNeoX config reload behavior." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing `ValueError` and Qwen3VL `weight_only=True` load failure are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and glm-4v loading failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers/models and different task contexts; not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Special-token runtime post-processor update bug is different from Granite token-ID regression." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Generic slow/fast tokenizer inconsistency is broader and different from the specific T5 `add_special_tokens` name conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor `_tokenizer` crash in serve and Qwen3.5 streaming chat/completions failure are distinct server/model issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token decode issue are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offloading, but one is CPU-offload device mismatch and the other is packed-weight unpacking during accelerate loading; different concrete bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset failures are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache group-type crash and kernels import-version requirement are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor behavior is unrelated to tokenization changing across Transformers versions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Llava Next segmentation fault are unrelated model-loading problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as BigBirdTokenizer mask-token registration/empty decode." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to `AutoModelForCausalLM.from_config` failing to unwrap `text_config`." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count state not updating and progressive generation with `inputs_embeds`/`past_key_values` are different behaviors." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering on the last batch vs SAM3 PCS text/bounding-box behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pair is supported by near-identical titles and timestamps, and the soft-edge rejections stay cautious without overstating equivalence. Canonical issue choice is reasonable from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:45704|issue:45859", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "726af909ef077f2202db8f0ac8b803af83b96af11acc43d62003680b2b170727", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated issue reports across different models, tokenizer paths, training setups, and docs/examples. There are a few thematic overlaps, but no pair looks like the same underlying bug or change, so I would not merge any of the soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different failure surfaces: local-path import warning vs undefined video token counting helpers in multimodal processing." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated models and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token/config state, but one is runtime post-processor updates and the other is save/load loss of custom token IDs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model classes and bugs: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapper inference." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different concrete problems: config unwrapping for multimodal CausalLM vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different workflows and models: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs entirely: sliding_window behavior in Qwen3-MoE vs missing Float8 storage deserialization support." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems: flash_attention crash on sink-less models vs multimodal config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Separate issues: one model load regression, the other unnecessary torchvision dependency in PIL image processors." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer construction error vs failing to load a specific pretrained model; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: warning about tie_word_embeddings during fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/example mismatches, but one is docs/quantization errors and the other is an image size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Shared tokenizer/special-token theme, but one is runtime post-processor syncing and the other is BigBird mask token registration." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different concerns: T5 RMSNorm memory leak vs missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Qwen3.5 input embedding unpacking vs evaluate() failing after train()." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: Gemma-4 FSDP2 shared_kv_states bug vs missing model capability flag." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both training-related, but one is gradient checkpointing in eval mode and the other is ZeRO-3 gradient growth." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline tokenizer loading, but one is a generic cache failure and the other is a specific _patch_mistral_regex/model_info call." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Completely different model families and bug types: BarkProcessor voice preset vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different implementation areas: T5 normalization memory leak vs CPU-offload failure in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token post-processing and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No overlap beyond general training/runtime issues; gradient-checkpointing eval mode is unrelated to T5 RMSNorm leak." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is weight_only load failure and the other is wrong video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related by fix_mistral_regex naming, but one crashes on backend_tokenizer access while the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: documentation/example mistakes vs offloading behavior with quantization." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification labels, but one is config propagation and the other is a degenerate zero-loss training bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: tokenizer regression in Kimi-K2.5 vs Hub API forwarding revision in list_repo_files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:44077|issue:44625", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:42915|issue:43746", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "86abff707fb95fcd3cfd687dcba8deb54f756c71cf8eb6e4260892b9f6c1380e", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "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 heterogeneous: the items cover unrelated bugs/regressions in tokenizers, config loading, multimodal preprocessing, training, quantization, and model-specific inference paths. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the artifacts are not the same underlying bug and span unrelated code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because the cluster is not duplicate-like; any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: DeepSpeed/BertModel init vs audio fbank extraction." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading/unpacking bug vs DAC latent conversion/STE mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs add-new-model-like/TOKENIZER_MAPPING_NAMES handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy vs Qwen3.5 num_labels propagation are different config issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs Gemma3n variable-name collision AttributeError." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions regression vs RTDetrV2 output drift; different models and defects." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading vs offloading-with-quantization behavior; not the same path." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression vs Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA bug vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "input_ids/inputs_embeds validation vs single-label-classification zero-loss issue." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs audio_mel_mask attribute collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation vs Mamba2 use_cache correctness." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode regression vs DAC latent/STE mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer omission." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken kwarg conflict vs tokenizer/model loading failure are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs trust_remote_code config field loss." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption vs StaticCache return-type contract." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve Mistral regex handling, but one is offline model_info() access and the other is backend_tokenizer attribute access; different failure points." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs qwen2.5-vl vision_position_ids mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict-config rejection for granite_speech." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing vs CustomTrainer.compute_loss kwarg error." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor refresh vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/quantization example issues vs Kosmos2.5 OCR index error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "ffc6d79ca2f9664b952a060c1bbd843edc1bd7203eada876f64280989cdc6aad", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35494, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items span many unrelated regressions across tokenization, model loading, multimodal processors, docs, and device/dtype issues. None of the soft pairs look like the same concrete bug or mergeable PR change, so I would reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45701 is the most representative open issue here: it is broad, user-facing, and has the highest apparent reach among the tokenizer-regression reports, making it the best single issue anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall issue candidate because it is open, broadly phrased, and closest to a cluster-wide regression theme rather than a narrow one-off failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype inheritance bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-OCR index error are different code paths." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation failures are unrelated loader issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on load and MPS int histogram support are separate runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is not the same as dtype mismatches in other models." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video input regression in Qwen VL models is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and AutoTokenizer loading failure for FastSpeech2Conformer are different tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Bad v5 pipeline error message and SigLIP2 nonsensical outputs are not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is a specific removed helper and the other is a broad umbrella report; not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and return_tensors being ignored are separate API issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenization, but one is an added-token spacing bug and the other is a broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are not the same failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is a different loading path than dtype mismatch issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is gguf_file/from_pretrained breakage and the other is a specific tokenizer load failure; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect error message, the other is stale docs; related topic, but not the same underlying change." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are different model-specific defects." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash are unrelated hardware-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are different attribute/path bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend dependency and tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regressions may involve tokenization changes, but the reports are not concrete duplicates of the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent reconstruction mismatch are different subsystems." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction 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": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "840aa2ddfa517ec73af763805d536b43868970d2d572ffb4c4943f2713f19983", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37068, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs and regressions. The soft pairs share only broad subsystem similarity in a few cases, but none look like the same concrete underlying bug or change, so I reject all soft edges.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like regression report in the set, covering recent-version breakage across remote-code models and serving best as a general reference point.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best single issue to keep as the representative item because it is high-level, user-impacting, and spans a wider class of loading/runtime regressions than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs and model families: BEiT label reduction vs RT-DETR v2 output differences." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated regressions: unsafe sys.modules access vs CLIP text-model structural inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback issue; no shared code-path." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tie-weight warnings, but one is a wrong tying bug and the other is a warning/config issue for a different scenario." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM loading key error vs broad remote_code breakage; not the same failure mode." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error is unrelated to CLIPTokenizer max_length handling." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: multimodal token counting vs auto-mapping references to removed configs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs PIL image processor dependency regression; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech vs Whisper decode parameter handling; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but non-persistent buffer junk and FSDP CPU RAM efficient loading are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError with non-pretrained Bert vs evaluate-after-train failure; no duplicate signal." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch vs DiaConfig token-ID persistence and generation IndexError; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path break for GenerationMixin vs notebook custom-model initialization break; different symptoms and fixes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset bug and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure vs a specific MXFP4 loading fallback bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test issue vs Qwen3.5 flash-attention generation issue; different models and failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs OmDet-Turbo image size mismatch; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug vs OmDet-Turbo processor output shape bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different swallows in different modules and not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug vs Blip2 dtype propagation issue; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss kwarg mismatch are clearly different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction vs MPS attention correctness issue; no overlap beyond being model bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling; different processor paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs undefined video-token helpers; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code in AutoConfig vs composite Qwen text_config unwrapping in AutoModelForCausalLM; different config layers." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video helper functions vs batched video processor shape mismatch; same subsystem but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to Qwen3 MoE accelerate/deepspeed weight conversion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43540|issue:45823" + ], + "prepared_review_unit_hash": "bea4e23ce16e436c3334580e4604935b10510e72b13fc8dbcf1521dd682bb646", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of broadly similar-looking but mostly unrelated transformer bugs (tokenizer regressions, Qwen video/device-map issues, model loading/dtype problems). I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45488 is the clearest concrete bug report in the set and a good duplicate anchor: it describes a specific tokenizer regression with real downstream breakage and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 is the best overall issue here because it is specific, actionable, and representative of a real regression rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/device mismatch, but they involve different models and different failure paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer state bookkeeping and GPT-oss perplexity are unrelated symptoms." + }, + { + "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 for a different model family." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video paths, but 43329 is an undefined-helper bug and 44479 is a broader regression across several Qwen variants." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FP8 Qwen3-MoE loading and MobileLLM key errors are different model-loading failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected init argument during empty-weight loading is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is not the same as a broad tokenization-change report." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is different from a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/from_pretrained loading and Apple Silicon allocator warmup are unrelated bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token ID persistence and MXFP4 quantization fallback are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 config loading for Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a video-processing ValueError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are unrelated code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer bugs, but the concrete failures differ: missing BOS/EOS addition vs overriding tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression and CLIPTokenizer max-length behavior are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related regressions, but 45381 is specifically wrong vision_position_ids while 44479 is a broader v5.3 regression report." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "These both touch Qwen video input, but the failure descriptions point to different concrete bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video failures: ValueError in one model versus StopIteration in another." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque errors and a PEFT version pin issue are not the same problem." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error is unrelated to tokenizer inconsistency." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading a model and an unexpected init_empty_weights argument are different loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different mechanisms." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and a tokenizer-loading regression for est-roberta are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failures are unrelated vision-model issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention sink-less-model crashes are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss CUDA OOM are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device placement, but one is a Qwen3OmniMoe video bug and the other is a Gemma4 PLE forward mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:42175|issue:43824", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "735f62dada01487b0a080fe48f796467c9e10f50b98df498a01ce6e2ada3d01e", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36141, + "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 mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs are generally not safe duplicates because they involve different models, APIs, or failure modes. No soft edge looks mergeable as the same underlying bug/change.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45920 is the broadest, most central-looking regression report in the set, affecting multiple model families with a clear shared symptom pattern and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue anchor because it has the widest impact scope and the clearest cross-model regression framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: Mistral3 weight tying / multimodal generation vs StaticCache sequence-length return type." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is a state counter bug and the other is a custom loss signature incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated model families and code paths; one is a reproduced prior issue, the other is a Qwen2.5-VL position-id regression." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer internals are involved in both, but the concrete failures are different: AddedToken kwargs vs Mistral regex/backend tokenizer handling." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failure modes: custom model init breakage vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is config reload defaulting; the other is rope-parameter validation on a JSON-loaded list." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports target different symptoms and likely different fixes; not enough to treat as one bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and problems: a janus test failure vs Phi-4 multimodal loading regression." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: empty-weights model init error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Completely different areas: GenerationMixin import error vs backend dependency packaging." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading, but one is an FSDP loading regression and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific bugs: MoE weight conversion/loading vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Dependency packaging issue vs missing Qwen2.5-VL symbol import." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "General missing-PyTorch import error is unrelated to a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor dependency regression; the other is a tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Save-pretrained visual key regression is a different bug from wrong token IDs across tokenizers." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors: a key error for one model vs a float8 storage lookup failure." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading path breakage is unrelated to a specific model failing to load." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a version pin/release-management issue; the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image label reduction bug and sequence-classification zero-loss bug are different components and code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing backend import vs LayoutLMv3 box validation clarity; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to image-processor URL loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "General trust_remote_code config field loss is not the same as a specific Qwen3_5MoeVisionConfig field being dropped by strict serialization." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different calculations." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "A num_labels propagation bug is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: RT-DETRv2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:45542|issue:46178", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44977|issue:46209" + ], + "prepared_review_unit_hash": "70e158994f0612eb8bd888fbf2bdd8513de9f73d2774ad1f02c73b4efc1ab1c0", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the items span unrelated tokenizer, processor, training, quantization, generation, and backend-loading bugs. The soft links are mostly superficial text similarity, not the same underlying defect.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat templating and the other is video position IDs; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-clarity issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate-after-train are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage and Blip2 dtype handling are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue does not clearly match the Gemma pipeline roundtrip bug; insufficient evidence they are the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model report." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF/model loading and offline model_info lookup in tokenizer init are different failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import error from mistral_common and Windows/ROCm torch.distributed dependency are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are different issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate state issue and Gemma4 device_map mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question and cached_file kwargs forwarding are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and AutoTokenizer loading FastSpeech2ConformerTokenizer are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call handling; distinct edge cases." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Undefined tf backend with tensorboard-only install and tensorflow_text backend mapping error are different optional-dependency problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities bug is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they are different tokenizers and different incorrect behaviors." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype issue and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key and sinq save/load breakage are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call and EMBEDDIA tokenizer load failure are different tokenizer-loading issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token ID loss are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error are different model-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer AttributeError and tokenizer load failure are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:45491|issue:46002", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:28282|issue:33357", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44964|issue:45405", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "53b4192900ac3e03273b99e78bd588dd452ba627f77368eb1099a9d869e18549", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + 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false, + "reason": "Different models and causes: legacy field loading for Beit versus packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "A pretrained-model load failure is not the same as a processor/model input-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training/multi-GPU, but the underlying bugs are different: NoneType broadcast vs Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs with mixed-length sliding windows are unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert during auto device mapping is a different bug from inconsistent outputs in chunked generation with compiled forward." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load, but one is tied lm_head serialization and the other is quantized sinq persistence; not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a specific model with a key error and loading AutoImageProcessor from a URL are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss and DeepseekV3 implementation divergence are distinct model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE forward and sinq save/load corruption are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and DiaConfig custom token ID persistence are separate issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "A missing PyTorch ImportError is not the same as a GPU broadcast TypeError in Trainer." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions involving processors, but one is audio sampling-rate defaulting and the other is processor.tokenizer/image handling." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig save/load token ID loss are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is a gguf_file regression for tokenizer/model loading and the other is a specific model that fails to load; no shared bug path is evident." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and a MacOS bus error on CLIP are different failure classes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and an unexpected compute_loss keyword argument are unrelated trainer issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after update, but they affect different attributes and model configs; not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both concern configuration/architecture parameters, but one is RoPE layer dropping in Smollm3 and the other is rotary_pct not persisting in GPTNeoXConfig." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a pipeline translation-task message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect save_pretrained visual-encoder keys are separate bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-load failure and a version-bump/package-availability issue do not describe the same underlying problem." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a documentation example with model/processor/quantization issues and the other is an implementation-vs-JAX discrepancy; not mergeable as one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:43688|issue:45704", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "85f52a76c8509811936adafdf1057e1ac324ac5e9006f416b495e765d876a385", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "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": "These issues are not duplicates of one another; they span unrelated regressions across tokenization, config propagation, multimodal loading, dtype/device handling, and training/runtime behavior. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different bug surface: video-input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch and MPS attention correctness are unrelated code paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failures; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure vs Qwen3.5 flash-attention generation issue are distinct." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for cjvt/sleng-bert and offline model_info() lookup are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and processor.tokenizer regression are different artifacts and bugs." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure change are not the same issue." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer mismatch in Smollm3 is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token config fields, but they are different models and different fields/code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5 RMSNorm memory leak." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy and ZeRO-3 gradient growth are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and text_config unwrapping for composite Qwen models are different config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class and Float8 storage TypeError are unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during multi-GPU inference and device mismatch with device_map=\"auto\" are distinct issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer AttributeError do not share the same root cause." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure for Beit and CPU-offload device mismatch in bark-small are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution error and flash_attn import_utils KeyError are unrelated runtime/import problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "dtype drift in embeddings during eval and ZeRO-3 gradient inflation are different symptoms with different causes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after v5 update and init_empty_weights unexpected argument are separate compatibility issues." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation and text_config unwrapping are related in theme but not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different load paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Actual device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and broad tokenization changes are different bug classes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version bump are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:28218|issue:33357", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:45381|issue:46209" + ], + "prepared_review_unit_hash": "b6fc70ad52c79bbb7babfdce6fb8770dd6016afe4f3f5b53b213997eca98cf3c", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated. All soft-pair candidates should be rejected as duplicates; they share broad subsystem terms at most, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the soft pairs are the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest triage candidate overall: it is open, well-discussed, and broadly scoped in quantization/offloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serving crashes, but one is multimodal tensor conversion and the other is KV-cache continuation indexing; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both mention generation anomalies, but the first is compiled-forward inconsistency while the second is Whisper empty-transcription handling." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow reporting on job failure are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and generic position-id key issues are not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash_attention.py None-handling crash; the other is a quantization save/load breakage." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to NoneType broadcast in Trainer." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are different algorithmic issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "assistant_masks all-zero in multimodal chat templating is distinct from tool-call chat-template crashes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check/import bug are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors and flash_attn import KeyError on Python 3.13 are different failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero probabilities." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantization/offloading, but one is offloading behavior and the other is broken sinq save/load." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and device_map auto device mismatch are not the same issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/eval bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus generation kwargs handling and output_hidden_states behavior are different generation-path issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and return_tensors being ignored are different tokenizer bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list TypeError are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device placement and return_tensors precedence are not the same defect." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra spacing and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors affect different multimodal paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor API regression and OmDet-Turbo input-size mismatch are distinct bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a model-load failure in transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8/B200 inference failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:37428|issue:43957", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:44442|issue:45198", + "issue:43295|issue:43493", + "issue:43975|issue:45520", + "issue:44561|issue:46234", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:45759|issue:46285", + "issue:43262|issue:43450", + "issue:41720|issue:46209", + "issue:45520|issue:46170" + ], + "prepared_review_unit_hash": "846f4db9e848f9dcbfb3edb2477867ff2cfddbb80d5fe6d4020ad1c22ee377b2", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues; only the SigLIP2 pair looks like a plausible duplicate/sub-symptom relation. All other soft pairs appear to be distinct bugs or regressions in different code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43493 is the best canonical for the only plausible duplicate subcluster: it describes the underlying SigLIP2 implementation discrepancy, while issue:38175 reads like a specific symptom (zero probabilities) of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest representative issue in this set because it is the broadest, most root-cause-level SigLIP2 report; the rest of the items are unrelated enough that no single issue is a true global canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 doc/example problems vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems: MPS attention correctness vs Kimi tokenizer/codec regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm pad_token_idx regression and meta-device loading breakage are separate issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structural divergence." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaulting and Qwen2.5-VL rope scaling are unrelated multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor.tokenizer/image handling regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure is a different problem from DeepSpeed ZeRO-3 gradient inflation." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization is separate from LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are model-specific config regressions in different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI test staleness are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 correctness problem; 38175 is a symptom, 43493 is the broader implementation mismatch report." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Qwen2.5-VL export are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash-attention import failure and meta-device model loading regression are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export is unrelated to DeepSeek detokenization regression." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash path warning and GPT-oss CUDA OOM are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Duplicate of a different CI/tokenizer issue, not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-symbol import errors in different modules/models." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "AutoModelForCausalLM.from_config unwrapping logic and CLIP model structure inconsistency are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batch-shape bug are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "A800 auto device mapping cuda assert and B200 FP8 inference failure are different hardware-specific issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn backend KeyError on Python 3.13 and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing/imported availability helpers in import_utils; same module, different bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batch-padding crash and the other is incorrect assistant masks; not clearly the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash_attn import backend KeyError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-pair rejections are well-justified from the titles, and the single accepted SigLIP2 pair is at least a plausible same-bug relation rather than an overreach. No obvious mergeability or canonicalization error stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:37428|issue:44351", + "issue:43335|issue:43504", + "issue:29942|issue:32090", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:28218|issue:35141", + "issue:43335|issue:44112" + ], + "prepared_review_unit_hash": "ded7f64cd7db4e108791f1d02fd322d0ccd882686f988b4346c123efaeaa1d99", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38125, + "estimated_input_tokens": 9532, + "estimated_eval_tokens": 19320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports with similar wording. The only clear duplicate pair is the repeated Qwen3.5-Moe from_pretrained error; the earlier issue is the better canonical. No pull requests are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report of the same Qwen3.5-Moe from_pretrained failure; issue:45478 is a near-identical follow-up and should be merged into it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue representative because it is the clearest canonical duplicate target in the cluster and has the stronger original report context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs in different paths: DAC latents/STE vs a stale device override test in GraniteSpeech." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated model/input-size mismatch versus an AMP/CUDA loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pipeline APIs and different behavior changes." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different audio helper/model behaviors; no shared failing code path." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Separate issues: unsupported center arg in feature extraction vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model/config failures: sparse layer construction vs torch.compile with SDPA." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs affecting different components and loss logic." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload/device mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: janus image generation test failure vs a paged generate warning." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import-symbol regression is not the same as general Torch 2.10 incompatibility." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different chat-template/video-position-id failures; no common underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model output/regression areas with no shared code path." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-count runtime limit." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaults and flash_attention s_aux handling are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading errors, but for different causes and model families." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different device/input mismatches in different models; not mergeable as one fix." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing issue vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA bug and a stale device override test are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: DAC latent mismatch vs unexpected position-id keys." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and causes." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs with no common failing mechanism." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Distinct CI/runtime failures in flash attention tests vs Trainer broadcast handling." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/attention-related code, but they fail in different modules and with different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline v5 error-message wording are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and missing import_utils symbol are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components; not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example failures for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated bugs in SwitchTransformers config and qwen3_omni_moe helper logic." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors are not the same as unexpected position-id key warnings." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported Qwen3.5-Moe from_pretrained error with nearly identical title and description; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the GraniteSpeech CI failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two Qwen3.5-Moe issues are clearly the same title/failure pattern and the earlier one is a reasonable canonical target. The non-duplicate soft-edge verdicts are conservative and appropriately avoid overclaiming. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:36010|issue:37428" + ], + "prepared_review_unit_hash": "7d243ffabc323b99cb98ca9a835a4c53ca93c32eb9ef3f94c65f45e1ffb51738", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37255, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated closed issues. The soft pairs are only superficially similar (often broad v5 regression or loading/tokenization themes), but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest and most user-impacting representative here: a multi-model v5 AutoTokenizer regression affecting token IDs across several models. It is thematic, but not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both concern v5 output/tokenization regressions, but one is Pegasus generation parity and the other is DeepSeek tokenizer behavior; different models and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "One is a SwitchTransformers config bug creating sparse layers incorrectly; the other is D-FINE not applying auxiliary losses. Different subsystems and root causes." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both involve loading/import behavior, but the slash-path warning and the GLM-4.7 test loading failure are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch processor/tokenization inputs, but one is wrong token IDs from AutoTokenizer and the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are separate model-specific regressions." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is not the same as dtype mismatches in SwitchTransformers and TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both mention altered behavior in v5, but Pegasus output drift and Qwen3.5 flash-attention generation failure are distinct code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and post_init reinitializing output embeddings are different model-loading bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the qwen3_omni_moe helper length calculation bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient box info and Trainer _gpu_broadcast_one NoneType support are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-length helper behavior are different execution paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and BEiT image processor reduce_labels bug are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token IDs not surviving save/load and wrong custom module loading after save_pretrained are related in theme but not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local-path warning and Qwen2-57B-A14B tp OOM are unrelated model-loading issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are separate bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are not the same failure." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and stale num_return_sequences warning are different generate-path issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta-v3 add_special_tokens regression and Gemma3 NaN embeddings from sliding-window attention have different causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local checkpoint loading and FP8 inference on B200 are separate loading/runtime failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export guard/support issue is unrelated to the sink-less flash_attention crash." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare except swallowing errors are not duplicates." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "base_model_prefix loading breakage and CLIP text-model structural inconsistency are separate v5 compatibility issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during evaluate and gradient checkpointing in eval mode are distinct training/eval behaviors." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch with device_map=auto are different forward-path bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output difference and lm_head.weight serialization inconsistency are both version-related but not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "GenerationMixin import failure and _flash_supports_window_size import failure are unrelated import regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44186|issue:45198", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44206|issue:44479", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43066|issue:44462", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "f54ac1815ef91cd6aff27bf6282686aee70a890dcbc78bd2ffb6d6d9e721c30f", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives: the items mention similar keywords in tokenization, quantization, generation, or model loading, but they describe different bugs in different code paths. No duplicate cluster emerges here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the proposed pairings are not the same underlying bug, so there is no single issue that can represent this set.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally representative because the items span unrelated subsystems and failure modes rather than one shared defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output-shape change vs Trainer GPU broadcast NoneType error; unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs Qwen recurrent-state cache reset; different tokenizer/model logic." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality error vs stale generate warning; not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure; different models and failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf exception masking tokenizer errors vs leftover dummy classes in repo checks; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory leak on deletion; different problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token config mismatch vs Qwen flash-attention generation bug; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization fail; unrelated tokenizers." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-validation TypeError; unrelated loading/validation issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error vs SigLIP2 docs example mistakes; runtime crash vs documentation/example issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity vs TrainerState token counter not updating; different functionality." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor unsupported arg vs Qwen video regression; different subsystems and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import dependency break vs protobuf error masking; unrelated causes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; different components." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility break vs DeepseekV3MoE implementation divergence; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8 loading failure vs quantized model saving failure; both quantization-related but different operations and bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 eval dtype change vs tensor-parallel OOM on model load; different failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs torch.jit GeneratorExp export failure; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json; both loading-related but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local path import warning vs quantization offloading not working; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issue vs multi-GPU CUDA OOM; shared theme only, not same concrete bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs Gemma4Processor missing _tokenizer; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch; different trainer issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated tokenizer failures." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical outputs; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import break vs hidden tokenizer errors without protobuf; not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43723|issue:44554", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:43334|issue:43531", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45584" + ], + "prepared_review_unit_hash": "db93e3ed464603e352775edf683754860c33b259124689f5c067b632203ec159", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35810, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs appear to be false positives: the items cover unrelated bugs across different models/subsystems, so this cluster does not form a real duplicate set.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue chosen: the cluster is heterogeneous, and none of the issues clearly subsumes the others as the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: selecting any one item would be arbitrary because the paired issues are not the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: input-size mismatch in OmDet-Turbo processor vs RT-DETR memory not being released." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are OOM-like, but one is Qwen3 auto device-mapping cudaErrorAssert and the other is Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and DeepseekV3MoE divergence are different model implementations." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "ReasoningEffort import failure in Gemma4 processor loading is separate from Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the multimodal token counting video-branch undefined-variable bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation differs from Kosmos2.5 long OCR index overflow." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading issue is not the same as MPS attention correctness when value head dim differs from query." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different training/inference behaviors." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling bug is unrelated to the Gemma4 ReasoningEffort import problem." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different tokenizer/processor paths." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction issue is unrelated to LwDetrImageLoss float16/CUDA crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error is separate from Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is TP load OOM for Qwen2-57B and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent state reset bug is different from Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging issue is not the same as token-embedding resize reinitialization with untied output embeddings." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor unsupported center argument are different processor regressions." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Whisper empty-transcription handling after align_special_tokens." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46202", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44464|issue:45491", + "issue:44062|issue:45907", + "issue:28218|issue:32090", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:42175|issue:46234", + "issue:44442|issue:45803", + "issue:43550|issue:44743", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:43493|issue:43827", + "issue:45290|issue:46209", + "issue:43316|issue:45759", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43761|issue:44188", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43650|issue:46202" + ], + "prepared_review_unit_hash": "30fe1a15fb19dc52fa39bf678001124204369a9b1827dc6fb57f7c7b948e42f1", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad themes like loading, config, or training, but each points to a different concrete bug or code path. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest and most representative issue here: it covers a generic save/load regression, has the highest discussion activity, and sits in the same general serialization/loading theme as several others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best cluster representative because its title is generic enough to stand in for the cluster\u2019s recurring load/save regressions while still describing a concrete user-facing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: gguf AutoTokenizer/AutoModel loading vs flash_attention sink-less AttributeError." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated model/runtime bugs: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation/vision-ish behavior, but one is compiled forward chunked generation and the other is Gemma3 mixed-length NaN embeddings; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken kwargs bug vs Hub list_repo_files revision forwarding; no shared underlying defect." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing regression and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver interpolation/resolution failure; different models and mechanisms." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor is not the same as TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are distinct trainer/runtime behaviors." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API inconsistency and the other is a missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen variants is unrelated to chat template crashes on assistant tool-call messages." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading error and DeepSeekV3MoE divergence are separate model-specific issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading has nothing to do with FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Two different model-loading regressions with different triggers and versions; not the same fix." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and optimizer OOM are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency omission vs missing utility symbol export; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu tensor conversion exception-swallowing are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and Qwen3_5 recurrent-state reset are different model-path bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-family, but one is a load-time shape mismatch and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 model-loading breakage is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template crash and FP8 inference on B200 are completely different bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config objects, but one is a Gemma3TextConfig API mismatch and the other is AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading bug and eos_token_id config inconsistency are separate issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantization failure and wrong custom module loaded after save_pretrained are both serialization-related but not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and attention-kernel branching under torch.compile are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code AutoConfig missing fields and GPTNeoX rotary_pct reset on reload are different config-loading problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Noise-level issue title vs Gemma pipeline roundtrip failure; no shared underlying 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": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:33290|issue:34689", + "issue:44568|issue:45479", + "issue:44077|issue:44479", + "issue:44190|issue:44496", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:43540|issue:44514", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:33290|issue:45656", + "issue:43404|issue:43441", + "issue:43295|issue:44871", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "ea327cfb52fc0dc3ad3d0170206c9d310dbe4163ca9218e62f02c309a7739d8c", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share broad themes like loading, vision, or configuration, but the underlying bugs and code paths differ. I don\u2019t see a single canonical issue/PR for this set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: model load regression vs backend mapping error for tensorflow_text." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "One is deepspeed/Adafactor OOM; the other is a model-loading regression for a specific Llama Vision model." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior and sequence-classification loss are unrelated bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer init policy and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script issue vs config/model-type recognition error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor/tokenizer regression vs pipeline translation error message regression." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution problem vs tensor-parallel OOM on a different model." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing failure vs batched chat-template padding crash." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos token config mismatch vs Whisper empty-transcription generation bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM under deepspeed vs embedding reinitialization after resize." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large-model tensor parallel load vs key error loading a small model." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config API discrepancy vs strict config blocking granite_speech." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs janus test failure; no shared underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM during deepspeed training vs optimizer.step called twice." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression vs eos_token_id config inconsistency." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors vs Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation vs SAM 3 video OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline selecting image processors vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage vs GPTNeoX config reload defaulting rotary_pct." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression vs unrecognized model/config.json model_type error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos token mismatch vs quantized model save/load corruption." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen video-input regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:43232|issue:43388", + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:45632|issue:46234", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "d13260ecfae12387d97e84c9f749bf04f21c287dbcc439ac3c21a3af6267bfb7", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35605, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate set. None of the proposed soft edges look like the same underlying bug or change, so I rejected all pairings.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items span unrelated subsystems (generation, loading, multimodal, configs, backend/import, docs, etc.) and do not share a concrete root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for duplicate consolidation; the cluster is not a near-duplicate group. If forced to choose a representative, it would still be arbitrary because the reports are semantically unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: TensorFlow backend detection vs a missing Falcon/Mamba availability helper." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config key regression vs backend mapping error; no shared code path." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading failures: legacy field in BEiT preset vs custom-module mismatch after save/load." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs metric gathering truncation; distinct APIs and failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSTMixer post-init policy vs v5 non-persistent buffer initialization; separate bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in generation mixin vs recurrent state reset with cache; not the same failure." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression vs router-logit load balancing loss; unrelated model behaviors." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Buffer initialization junk vs GPTNeoX config reload of rotary_pct; different root causes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading script issue vs model loading mismatch for Phi-4 multimodal." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video regression in Qwen VL models vs serve KV-cache continuation indexing crash." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing issue vs flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mention pipeline after removals vs a model producing bad outputs with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device-mapping cuda assert vs category-count limit error; no overlap in cause." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer question vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Exception handling in tensor conversion vs StaticCache return type contract; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weights warning; different model-loading logic." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit after resize vs slash-suffixed local path import warning; no shared code path." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 import parsing error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers junk vs config value resetting on reload; unrelated regressions." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support claim vs a DebertaV2 import parsing failure; not the same issue." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Remote-code cache-path collision vs missing import_utils helper; different modules." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs local dataset loading script failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error vs serve-side KV cache indexing crash." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Post-init allowance for patchtsmixer vs strict config loading for granite_speech; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant mask generation bug vs video position-id regression; both multimodal, but different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:44938|issue:45542", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:36246|issue:41628", + "issue:43650|issue:44220", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44933|issue:45362", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:45563|issue:45584", + "issue:36246|issue:38617", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "6dd7aa6ed4b4db6dc3d33549cbc9911186988da33cfb52950cf4f76b40990ff9", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37101, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs span unrelated import errors, model-loading regressions, generation bugs, config issues, and CI failures. I would not merge any of the candidate pairs as duplicates. As a standalone representative, issue 36246 is the clearest, most self-contained bug report in the set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 36246 is the most concrete and self-contained report: a specific ImportError with an explicit missing symbol and module path, making it a clean representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36246 is the strongest standalone issue here because it states a precise failure mode and affected import path; the other items are too diverse to serve as a better global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is an AutoTokenizer repository-loading bug; the other is a list_repo_files revision-forwarding issue. Different code paths and symptoms." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weight/save behavior, but they affect different Qwen-related models and different failure modes (LoRA merge collapse vs wrong visual encoder keys)." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated problems: SwitchTransformers config creation versus an example script failing to load a local dataset." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is broken auto_mappings references to removed configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failures; not the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation are unrelated code paths." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "A LlamaConfig validation issue and a rope-parameter JSON list TypeError are distinct configuration bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression versus token embedding resize behavior; no shared concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they involve different models and different missing/default-handling behavior." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty transcription failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is inconsistent outputs with compiled forward and the other is a stale warning in paged generate." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and different API surfaces; not the same missing-export bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' is unrelated to the fbank feature extraction issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access may both affect import time, but they are not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different weight/save issues; no evidence of a shared underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention and PyTorch versioning, but one is compiled flex_attention failure and the other is a version check for a specific import path." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An invalid import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Loading Phi-4 multimodal and broken Sam3LiteText auto-mapping references are different failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake and a model-load failure are not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; no shared code-path issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve unrelated missing symbols in different modules." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "A v5.0 trust_remote_code regression from removed helpers is different from local-model cache path collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize not propagating are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:41950|issue:44016", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:43388|issue:43688", + "issue:42175|issue:44279", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:43824|issue:44933", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43295|issue:44779", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "955f3d9a744a02fd63625e2a3088be3303b4236f47a6ff3c11a0f4ac752a25d5", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues and regressions. None of the soft pairs looks like the same underlying bug or change, so all should be rejected as duplicate candidates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, regressions, docs problems, and model-specific failures across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; issue:41950 is the broadest open item, but it does not represent the cluster as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different problems: saving dequantized Ministral/Devstral vs FlashAttention import failure for Ministral-3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction bug vs TextClassificationPipeline docs mismatch; unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin cache missing during chunked prefill vs ANSI codes in loading_report; unrelated issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs notebook syntax error; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading failure vs PIL backend requiring torchvision; different failure modes." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention import error vs sink-less flash_attention AttributeError on s_aux=None; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation vs auxiliary loss normalization; distinct training/evaluation bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in torch install extra vs generic dependency issue; not the same concrete problem." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments ignored vs tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL Moe model loading regression vs Qwen3.5 save_pretrained checkpoint regression; different operations and paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs D-FINE auxiliary losses disabled when denoising off; different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mention return_all_scores vs unrecognized model/config loading error; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data request issue vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma resize_token_embeddings bug vs Whisper empty transcription failure after align_special_tokens; different models and code paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs AutoModelForCausalLM not unwrapping text_config for multimodal Qwen; related broadly to loading, but not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma 4 processor import regression from mistral_common vs missing import_utils symbol; unrelated import issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error vs embedding reinit after resize_token_embeddings; unrelated model/training behaviors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default subconfigs on None vs Llama4Config missing pad_token_id; different config bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss when output_router_logits=False vs Gemma 4 mm_token_type_ids defaulting; distinct model issues." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs Sam3Video CUDA OOM; unrelated symptoms and components." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype stays float32 vs Qwen3.5 save_pretrained regression; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading failure vs Qwen3.5 visual encoder key regression in save_pretrained; different regressions." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs nonexistent image_utils import; both import issues but unrelated symbols/modules." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs remote_code model breakage in recent versions; not the same issue." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs unreleased MIN_PEFT_VERSION bump; unrelated dependency problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both are tokenizer bugs, but different models and code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs Gemma4 PLE device mismatch; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression in v4.57.5 vs Deepseek tokenizer output regression in v5; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; unrelated documentation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44062", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44462|issue:45081", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:43450|issue:44617" + ], + "prepared_review_unit_hash": "4f55040972b5c432da06c0b994bf4278787adfa122f42fc748621614877a01a5", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35872, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges are rejected; the items share broad subsystem labels but not the same concrete bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is safe: the cluster mixes unrelated bug reports across tokenizers, model loading, serialization, CI, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to keep one, issue 43723 is the broadest user-facing tokenizer-loading regression and the closest representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44351 is a missing HybridCache import and 45278 is a broad post-upgrade import breakage; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs. AddedToken TypeError; unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention regression vs. TensorFlow backend initialization issue; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility problem vs. unreleased PEFT dependency bump; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures with different models and likely different root causes." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No shared bug; one is a vague data request, the other is an AttentionInterface behavior change." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version/Python compatibility vs. a specific model-loading regression; not the same issue." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other crashes in Mistral regex patching." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic environment/version issue vs. an unspecified dependency problem; too broad and different." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. AutoTokenizer ignoring tokenizer.json; related area, different bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs. generic dependency issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs. list_repo_files revision forwarding; different subsystems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights vs. resize_token_embeddings not propagating; both Gemma4-related but not the same defect." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant masks bug vs. Qwen2.5-VL temporal position scaling bug; different logic." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Model-specific FlashAttention failure vs. OCR long-input index error; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files vs. Gemma-4 Zero3 loading; different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs. dequantized offload loading failure; same broad area, different concrete problem." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. D-FINE auxiliary loss behavior; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained files issue vs. performance regression after upgrade; not duplicates." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different cleanup/CI issues touching different stale references." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. Perceiver resolution handling bug; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: missing rms_norm_eps vs. torch.split return handling." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs. D-FINE auxiliary-loss bug; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs. Gemma4 device mismatch during forward; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs. Deepseek tokenizer regression; both v5 issues but different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression vs. ESM2 model breakage; too different to merge as duplicates." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure in one model vs. compiled flex_attention failure on newer torch; different implementations and causes." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch vs. incorrect model/pipeline outputs; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata issue vs. Zero3 from_pretrained issue; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Repeated multimodal-vs-video similarity only; still different underlying bugs." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batching shape bug vs. Sam3Video OOM; no shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45081", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:46132" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:44016|issue:44291", + "issue:41628|issue:43976", + "issue:43673|issue:43761", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:41950|issue:44220", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "604fe36a2d677784f4d7a65e76149a50d284569c22c9eea2052468339c462dbd", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36637, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly only superficially similar by title, but they describe different bugs, models, flags, or even different artifact types (docs, performance, import errors, model-specific regressions). I would reject all soft edges and not choose a canonical duplicate within this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure points; not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "One is a documentation mismatch, the other is a startup/import performance report; unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention config-related loading problems, but one is a missing pad token field and the other is trust_remote_code losing fields; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time failures involving missing symbols, but they stem from different optional dependencies and different modules." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI formatting in loading_report." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat templates for multimodal/audio flows, but one is a sampling-rate default bug and the other is zero assistant masks; different defects." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are completely different problems." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "These are unrelated: an AutoImageProcessor import error versus a Python-version compatibility regression." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "One is a cache object missing during chunked prefill, the other is CLIPVisionModel not returning hidden states; different models and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A float8 storage import error and a Qwen3.5 chat crash are unrelated failures." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI codes and a wrong docstring for position_ids are different documentation/formatting issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access bug and a gemma-4 zero3 from_pretrained issue are different loading/configuration problems." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a cross-version LoRA incompatibility and the other is a model-loading regression for Qwen3VL; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown is unrelated to an unrecognized-model/config.json error." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses under a flag, but they affect different models and different loss computations; not mergeable as one fix." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to eos_token_id config inconsistency." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and _torch_extract_fbank_features are different preprocessing paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing Qwen2_5_VL export and a Python version incompatibility are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Both are version-sensitive regressions, but one is a Python support issue and the other is a specific multimodal model load failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different packages and symbols with different causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export/import issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error is unrelated to the reported slowdown after upgrading transformers." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "An auxiliary-loss omission and a float16 AMP CUDA crash are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing generation cache in chunked prefill is unrelated to the removal of is_torch_fx_available." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36246", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:43931", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44496", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:36246|issue:43596", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368" + ], + "prepared_review_unit_hash": "fc0e5cc608f997c48b8ff986734e2c03d76151deaa6743e8377eae248e92452f", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36323, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives. The items span unrelated bugs across models, configs, generation, tokenization, DeepSpeed, docs, and CI, so there is no shared underlying duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue for dedupe; each item is a separate report, so choosing one representative would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: ESM2 breakage vs Gemma 4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs core import/runtime bug; no shared code-path defect." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and BertModel ZeRO3 index error are distinct problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are different loading issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is not the same as Whisper empty-transcription failure." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion and ZeRO3 empty-deque crash are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug and tokenization changes are not the same defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes and text_config unwrapping are distinct Qwen multimodal config issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Granite speech strict-config rejection is unrelated to Qwen3.5 MoeVision field loss." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI logging output are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate warning are different testing/generation bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure and tokenizer protobuf exception handling are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 dummy Conv2d and sam3_video/sam3_tracker warning mismatch are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type bug and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video encoder output and Qwen3OmniMoe video ValueError are distinct." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "lm_head serialization inconsistency and t5gemma embedding resize propagation are different tied-weight bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 ZeRO3 loading and double optimizer.step with deepspeed are separate DeepSpeed issues." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen variants and Windows ROCm torch.distributed dependency are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different API/model bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Empty-deque ZeRO3 crash and stale Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache issue and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning and flash-attention generation failure are not the same defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech strict-config loading and Windows ROCm import/type error are different failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tie_word_embeddings warning are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:45003", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45584", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "b66be63b45e209a5a2d52419d0bd8a1588d6b8fd61b724cb98f402c86ca7430f", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate edges are false positives: they share Transformers/model-loading vocabulary but describe different bugs. The only likely duplicate is the Qwen3.5-Moe from_pretrained regression pair.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45375 is the most specific root-cause report in the only likely duplicate pair, explicitly identifying the missing `deepstack_visual_indexes` field that likely drives the broader Qwen3.5-Moe from_pretrained failure reported in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best representative issue here because it is concrete, actionable, and narrows the failure to a specific config field rather than the broader symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/runtime bugs, but one is chunked prefill cache plumbing and the other is /v1/responses KV-cache indexing; different code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failures." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and bugs: tied-weights warning vs optional post_init policy change." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "`sys.modules[]` access in modeling_utils is unrelated to a pytest-xdist file race in testing utils." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation and Windows/ROCm torch.distributed import issues do not share the same code path." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer class metadata and the other is missing processor files; different artifacts and root causes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to the reported throughput regression after upgrading Transformers." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are separate model-specific tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakages, but one is custom model initialization in v5 and the other is ESM2-specific breakage; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Chinese filtering slowdown after upgrade is not the same as the deepspeed double-step optimizer bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and filtering slowdown are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing in v5 and docs still referencing removed pipelines are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus Gemma-4 zero3 from_pretrained failure; no shared concrete code path." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video model bugs: missing fpn_position_embeddings vs wrong vision_position_ids." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load problems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute error and missing fields from trust_remote_code config loading are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are different generation bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API warning is unrelated to remote-code checkpoints breaking under meta initialization." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols/modules and do not indicate the same missing export." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 video output shape/attribute bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and missing Llama4Config.pad_token_id are separate regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both report the same Qwen3.5-Moe from_pretrained failure on Transformers 5.4.x; 45375 pinpoints the likely root cause in a missing config field." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline partial-batch dropping are unrelated pipeline bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-Moe from_pretrained error and a specific missing config field report are related in theme, but the titles point to different concrete failures and versions; not enough to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is well supported by the matching Qwen3.5-Moe from_pretrained regression titles, and the other verdicts avoid overclaiming duplicates based on weak thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42222|issue:45200", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "f4a7d879a3d3cd79a1d471c0423ffcacb9977cbf082020b0e5a3b7ea6aa46469", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct issue reports. The Qwen3 VRAM-leak pair is only a strong near-match, not a deterministic duplicate, so it should be treated conservatively as related rather than identical.", + "confidence": 0.72, + "canonical_issue_reason": "#42673 is the better representative because it is the earlier and fuller Qwen3 VRAM-leak report; however, the packet does not support treating #43704 as an exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#42673 is the strongest issue representative in the cluster because it has the most complete description of the shared Qwen3 VRAM-leak symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but they affect different code paths: tokenizer regex patching vs auto-docstring kwargs processing." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related behavior, but one is a processor/_tokenizer crash and the other is a tokenizer roundtrip failure on a specific character." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are very similar Qwen3 VRAM-leak reports, but the evidence is not strong enough to call them an exact duplicate under the packet's conservative signal." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different symbols and different breakages." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading vs a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is a from_pretrained loading error; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "A quantized save failure and an import error for a Qwen VL class are unrelated." + }, + { + "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." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MoE-related, but one is a broad v5 compatibility report and the other is a specific from_pretrained error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging problem vs leftover dummy class cleanup; not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config error is unrelated to the pytest-xdist captured file race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask correctness bug vs MoE load-balancing loss gating; different model behavior." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race and stale auto_mappings references are different CI issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs a janus image-generation test failure; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline vs a pytest-xdist file race." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to token embedding reinitialization during resize." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Gemma 4 token-type defaults." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype regression is unrelated to the DeepSpeed deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline batch-finalization logic." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow status reporting failure and DeepSpeed adafactor OOM are different training issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention behavior, but one is generation kwarg syncing and the other is attention-kernel branching under compile." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Granite token IDs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures involving different symbols and model families." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the symptoms differ: cleanup_spaces vs DeepSeek tokenization correctness." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal issues: missing image-patch method vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regression/warnings, but Kimi-K2.5 codec handling is a distinct bug from clean_up_tokenization_spaces behavior." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is not conservative enough for the packet. In particular, the Qwen3 pair (#42673 / #43704) is marked as an accepted duplicate in the analyst output, but the packet\u2019s `soft_pairs` lists `deterministic_accept: false` for that pair. So calling it an \"exact duplicate\" overstates the evidence. The rest of the pair rejections look cautious, but this one soft-edge verdict is too strong to accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:34689", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44190|issue:46082", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "386e09ec07ce4b766e42eb9771df6b8f1da76d8d5181b7cc2cddbeb6d2e1ba90", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one clear duplicate pair around Qwen3.5 MoE tensor-parallel loading. The rest are broad-similarity false positives across unrelated bugs, docs, packaging, and model-family regressions.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45125 is the best canonical issue for the one real duplicate pair: it states the concrete root cause (`_tp_plan` missing) rather than just the higher-level from_pretrained failure seen in issue:45310.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the strongest representative issue overall because it is the most specific, actionable root-cause report in the only accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different areas: serve/KV-cache indexing crash vs auto_docstring annotation parsing crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are unrelated bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer arguments not being used is unrelated to a docs typo about set_training()." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error and double optimizer-step under deepspeed are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output differences; not clearly the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and failures: tied-weights warning bug vs missing tensor-parallel plan." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump complaint is unrelated to leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend install issue and a missing import from image_utils are different problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils is not the same as stale dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are different None-handling bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to the image_utils import issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained surfaces: FP8 model export vs processor artifact omissions." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained()." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit and AttentionInterface.register behavior are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job reporting and compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting and embedding reinitialization after resize are separate problems." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import missing and failed MLFlow reporting are entirely unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PretrainedConfig type-checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing symbols from transformers and huggingface_hub are separate dependency/API issues." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg regression and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in a MoE indexer is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update ordering and Kosmos2.5 long OCR indexing error are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read failure is not the same as missing processor save_pretrained files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44373", + "issue:44464", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:44222|issue:44484", + "issue:43479|issue:43644", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:44945|issue:45753", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "5e8ab4979a536e171f785fe05bc27d4ac5db8e1f55375923d7b5f11a2d767db2", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers v5 regressions and import/model/config issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the recurring v5 import-regression theme, but it is still only a partial fit for the overall heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring mistake for position_ids; the other is a GLM-5 RoPE implementation discussion. Different problem types." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is an FP8/moe saving bug and the other is a question about max_shard_size." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting bug and non-persistent buffer junk are unrelated code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling and Gemma4Processor serve crash are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are different model-specific bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading in v5 and Gemma eos_token_id mismatch are not the same underlying issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA/indexer area, but one is about torch.split outputs and the other about a missing ReLU." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision bug and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading hang and siglip2 zero probabilities are different symptoms and code paths." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model save/load, but they target different quantization flows and model families." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batching crash and auto_docstring annotation crash are unrelated subsystems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training instability with flash_attention_3 and NaNs on checkout/init do not describe the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default initialization and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior and a position_ids docstring typo are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bug and mdeberta BOS/EOS addition bug are separate tokenizer behaviors." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 image-specific infinite loop are different runtime failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and decoder-type mismatch are distinct tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad report of many import errors, but this specific hub import failure is not clearly the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs propagation are different loader bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and GlmMoeDsaIndexer split behavior are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43122|issue:44514", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "d8a9dbb8eb63300fa8082c548f90218556fd3f76bfb09ebc1595d4a2860b4241", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, chat-template bugs, model loading/import failures, and unrelated training/runtime issues. No soft pair looks confidently like the same underlying bug/change, so I reject all candidate duplicate edges and use the broad tokenizer-regression issue as the best representative anchor.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the clearest umbrella report for a version-related tokenizer regression and is the most representative of the tokenizer-focused subset in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 best fits as the global representative because it describes a concrete, version-bisected tokenizer regression and is broad enough to anchor nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: custom model init breakage vs NaNs after checkout/init." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is buffer/position_ids access, the other is tokenizer_config save metadata mismatch." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention behavior, but the concrete bug paths are different (torch.compile+SDPA vs registered-function behavior)." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading problems, but the models, symptoms, and likely causes are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg syncing and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs propagation and chat-template tool-call crashes are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Numerical precision/config issue vs a docstring issue; no shared bug path." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model save failure and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic v5 AutoTokenizer loading regression vs one specific tokenizer class failure; too broad to merge." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Loading failure and incorrect tokenization results are different concrete bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs CI break from auto_mappings config references." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor import vs broad import breakage after upgrade." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization issue is unrelated to invalid GenerationConfig validation." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression and batched multimodal chat-template crash are distinct paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-architecture mistakes: RoPE layer dropping vs tied-weights warning." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 video related, but one is a type warning and the other is a missing attribute." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label empty output and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve template-related APIs, but one is tokenizer regression and the other is assistant-mask generation for multimodal inputs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save/load breakage and inability to load a specific multimodal model are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation detail and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe version bug vs tokenizer_class metadata mismatch; different concrete failures." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash-attention training degeneration are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update bug and category-cardinality runtime limit are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a version-specific model bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs Sentence Transformers loading stall; no shared root cause." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is tokenization-difference behavior and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loading break are different file-path issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example-script issue." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "MoE-related but not the same concrete failure mode or code path." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is model loading failure." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:42831|issue:44297", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:44625|issue:46002", + "issue:44117|issue:45588" + ], + "prepared_review_unit_hash": "68fec9713138456d00a72995ec21812be8b94aac3266b651d6fa49c8b1c4bcae", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is dominated by unrelated bug reports, with a loose concentration around tokenizer/v5 regression issues. The soft pairs mostly share broad vocabulary rather than the same concrete code path, so none are strong duplicate merges.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43122 is the most umbrella-like tokenizer regression report here: it describes behavior changes from 4.57.3 to 5.0 and is close to several other tokenizer-related reports, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best triage anchor because it is broad, user-facing, and covers the version-to-version tokenizer behavior change theme better than the narrower symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules; not the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenizer and zero assistant masks for multimodal chat templates are different tokenizer/multimodal bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "One is a sentence-transformers import failure; the other is a flex_attention version-check issue. Different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are different import errors from different missing names and modules." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-dependent tokenization differences and a linked isolated reproduction are not enough to show the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and missing kwargs forwarding in AutoProcessor are different failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different model-side issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base model prefix loading breaks and classification-head NaNs are not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version gate in flex_attention are different problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose import breakage and Ministral-3 flash-attention failure are unrelated model issues." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args not used and trainer.evaluate failing after train do not share the same root cause." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained key handling and the other is from_pretrained loading; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5-Moe from_pretrained failures are related only at a very broad family level, not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label outputs in an example script and a pipeline translation warning are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are different model bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-function length calculation issue and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script behavior and SigLIP2 implementation mismatch do not share a bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validity and a stale paged-generate warning are different generation-path issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset mapping are both tokenizer issues, but they are different concrete failures." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Missing layer_type_validation and many import errors after upgrade are not the same specific import bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong offset mappings and Deepseek tokenization changes are both tokenizer regressions, but no shared code path is evident." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Propagating num_labels and NaNs in classification heads are different classification-related issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a flash_attention s_aux crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45656", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42175|issue:44938", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:44291|issue:45071", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656" + ], + "prepared_review_unit_hash": "716b3b6ba2e2d2ba47dfe8708231b01e63f82027a0b0fee20269249b13be2796", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35503, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues loosely grouped by v5, tokenizer, model-loading, and training regressions. None of the soft pairs look like true duplicates, so I rejected all soft edges.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45310 is the closest thing to a canonical item: a concrete, versioned Qwen3.5 loading regression, while the rest of the set spans too many unrelated subsystems to form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single representative here because it is specific, reproducible, and clearly regression-shaped; the other issues are broader, older, or on different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different models and attention behaviors; same broad subsystem, not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend install issue vs Python 3.14 load failure; unrelated root cause." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs cleanup vs a flex_attention import/version check bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption vs generation cache missing; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Eval-mode gradient checkpointing bug vs pipeline-parallelism output corruption." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug vs AutoProcessor crash from missing torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure vs flash-attention generation issue on a different model." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization/tied-weight behavior vs NaNs during checkout/init; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump complaint vs PyTorch version guard in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Qwen3 memory leak in dataloader threads vs bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None fallback vs Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen, but one is missing projections while the other is a from_pretrained error." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage vs backend mapping error for tensorflow_text; different failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-Attention 3 training degeneration vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors involving different symbols and subsystems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping vs runtime post-processor update behavior; distinct tokenizer bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning mismatch vs a key error loading a different model." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs documentation parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs a concrete Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different load-time config problems: invalid GenerationConfig vs missing model_type." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the concrete failures differ." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage vs undefined tf backend from missing TensorFlow." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Broad chat/completions rejection vs model-specific streaming failure." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal load failure vs broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments ignored vs optimizer.step() being called twice; related area, different 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": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:44263|issue:46172", + "issue:42673|issue:43906", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "d10f0679f9e1799dfbb7d23fccc7844b02260707d733528d19e86afb6f279882", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37840, + "estimated_input_tokens": 9460, + "estimated_eval_tokens": 19176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import errors, model-specific regressions, dtype/precision bugs, packaging/backend issues, and a few config/documentation complaints. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items do not converge on one bug class or code path, and the apparent similarities are mostly broad Transformers-v5 / model-family overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for the cluster; the closest candidates still describe different failures and fixes, so a canonical issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning vs MLA layernorm epsilon precision bug; different root causes." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue vs broken VitPose model code path." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch compile warning on bfloat16 vs BLIP2 dtype propagation bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; not the same failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError in configuration_utils vs audio fbank feature extraction bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch method in processor vs missing rms_norm_eps in config." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API vs unexpected position-id key warnings; unrelated symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import vs PretrainedConfig type-checking break." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "DSA torch.split indexing issue vs GLM-5 RoPE implementation complaint." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs TensorFlow backend detection/install issue." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded loading vs flash-attention generation failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer split behavior vs DeepSeek-V4 dtype/transpose bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak during threaded use vs isolated reproduction of a different issue." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA lacks ReLU vs DeepSeek-V4 comb dtype/transpose problem." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compile warning vs sam3 tracker/video model warning mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral flash-attention failure vs flash_attention_3 degenerate training; different model-path bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings warning vs FineGrainedFP8 accuracy bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch vs Qwen3-VL-Moe issue; different load-time failures." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug vs config type-checking regression." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal warning vs gguf_file tokenizer/model loading break." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent image_utils import vs set_training docs parameter mismatch." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs transformers>=5.1 loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing processor method vs DSA torch.split return-value issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs save_pretrained shard-size behavior." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3_tracker warning vs tie_word_embeddings warning; different model/config issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support problem vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Native DeepseekV3 divergence vs DeepSeek-V4 transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal warning vs quantized-model save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API warning vs flash_attention.py crash on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied in model_init." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in threaded inference vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbol imports from different packages; not the same import break." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer mapping None handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:44261|issue:44485", + "issue:43097|issue:43873", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:43066|issue:43906", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012" + ], + "prepared_review_unit_hash": "01bab29e3bb15b943c11e6d51f13d9cc19ab5473c0409fcc4e5845f5b46c1eb8", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37286, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate. The set is mostly a grab-bag of distinct model-loading, processor, quantization, and warning/reporting bugs with only superficial title similarity.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44704 is the most central framework-level bug here: it targets the reusable `AutoProcessor.from_pretrained` -> `cached_file` code path, making it the best representative of the loading-related issues in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 is the broadest and clearest issue to anchor the cluster; the others are mostly model-specific failures or unrelated warnings, while this one describes a general API-path defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5/MoE-adjacent, but one is a missing projection bug and the other is a missing config field; different underlying failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and different symptoms; this is not the same code-path bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to missing attention projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing `embed_tokens.weight` are separate loading bugs." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility issue vs CPU-offload incompatibility in a rotary embedding; no shared concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different underlying causes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Config epsilon precision issue and GLM-5 RoPE implementation bug are distinct." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config flag and quantization/offloading behavior are not the same defect." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading failure and a testing-utils bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation handling are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision in AutoProcessor for video models is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel training script failure and testing-utils bug are not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video-model import crash and chat-template tool-call crash affect different APIs and failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash and mistral_common ReasoningEffort import error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type regression and isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utils bug and flash_attention `s_aux=None` crash are different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model-specific bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing utility bug is not the same as an xdist file-race bug, despite both touching tests." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading crash and testing-utils bug have no shared underlying failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight during load and a `max_shard_size` question are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning during compile and SDPA compile failure are separate problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation warning text and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warning-related, but they concern different warnings from different model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop inference bug are entirely different." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized-model persistence and the other is pipeline serialization." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek-v4 tensor op issue are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper load failure and MaskGenerationPipeline batch-drop logic are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend mapping error are not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and processor chat-template batching crash are different layers and failure modes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is from_pretrained loading error; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning under compile and flex_attention compilation failure are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local-model import warning and bfloat16 compile warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:43502|issue:44485", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "649430e841854c8824772fb9a3406cef2b42fc4503f371fbfb12eb687dc81bc2", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions (imports, config attrs, loading/saving, attention backends, and model-specific bugs). I do not see any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 breaking model loading paths. It is more central than the model-specific or one-off regressions, though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for triage because it describes a concrete, broadly applicable v5 loading regression and is the closest thing here to a general umbrella problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, different packages, and unrelated failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a v5 load/regression report and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Layer import failure vs local_files_only network requests are unrelated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Different subsystems and different concrete failures: save/load custom module vs a DeepSeek tensor operation issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline behavior, but the specific bug paths are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat APIs, but one is request validation and the other is chat template rendering with tool calls." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not clearly one bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption and GPT2 attention scaling are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3VL MoE-specific and the other is about sorted state_dict ordering." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and different missing attributes; no shared underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4, but one is resize_token_embeddings and the other is bidirectional attention mask construction." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models vs saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for text classification pipeline is not the same as pipeline serialization failure." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both import errors, but for unrelated imports from different libraries." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are different issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masks are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and Pipeline save_pretrained serialization are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern checkpoint I/O, but one is load-time state_dict ordering and the other is incorrect saved checkpoints." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing Gemma3 config field vs MoE load-balancing loss behavior are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend scaling and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading/config issues with no clear shared code path." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "The reproduction issue reference is too opaque here; no evidence it matches the Qwen3_5 infinite-loop bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3_5 image infinite loop are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support and Python version compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 weight loading and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Ministral FlashAttention failure and GPT2 attention scaling are different concrete code-path problems." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different from_pretrained/attention-related failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict ordering load error and Gemma pipeline roundtrip token issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:36683|issue:44117", + "issue:43352|issue:44380", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "5089c93f43b3b39ec637aba50f3deea16595cf61db19e5a6ff0a2b604f4cf5f9", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37630, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only plausible duplicate pair is the import-time slowdown reports; the rest describe different models, subsystems, or failure modes and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:41669 is the more specific root-cause report for the import slowdown, while issue:44246 is the broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best canonical issue for the only credible duplicate subgroup in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import-related failures, but one is about compiled Python files and the other is a Python 3.13 JIT/decorator parsing error; different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a generic state_dict loading error; the other is a missing Qwen3.5 vision config field. Not the same issue." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different model families and different failure modes: attention scaling/backend behavior vs degenerate zero-loss classification." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "A missing Gemma3 config attribute is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; not mergeable as one fix." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report transformers import-time slowness, and issue:41669 points to a concrete cause that plausibly explains the broader symptom in issue:44246." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config option and FlashAttention support are unrelated regression reports." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness reports, but one is missing set_seed in SamHQ tests and the other is an xdist file race in testing utils; different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer optimizer-state corruption and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility problems, but they affect different versions and appear to stem from different causes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict loading errors and incorrect visual encoder keys in save_pretrained are different issues." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different load failures; one misses a weight during from_pretrained, the other is a generic Qwen3.5 MoE error." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp; related area but not the same concrete defect." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing dependency import error and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP-related outputs/models, but one is attentions not assigned and the other is structural inconsistency between text model classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation issues are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer ReLU omission is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test and a Phi-4 multimodal model load failure are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only still making API calls is unrelated to AddedToken receiving duplicate special arguments." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but one is a missing seed and the other is a stale device override test; not the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test flakiness and auto_mappings references to removed configs are different CI failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan for Qwen3.5 MoE are separate features/bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "The titles are too broad to treat as the same bug; one is a specific SamHQ test flake, the other is an unspecified testing_utils issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken `transformers env` command and changed AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and likely different missing-export causes." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file import errors are unrelated to a v4.57-to-v5.3 data filtering slowdown regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is specifically missing `_tp_plan` for tensor parallelism while the other is a generic from_pretrained error; not enough to call them the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload failures after upgrading versions are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing for Qwen3_5MoeForConditionalGeneration is unrelated to a missing vision config field." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted pair, issue:41669 with issue:44246, is well-supported by the packet as an import-time slowdown cluster, and the rest of the soft-edge rejections stay on the safe side without overclaiming equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071" + ], + "prepared_review_unit_hash": "832108b5b9ac90fac7f18c9dfd3593cea866cad80f5f41728b9923472bac8f90", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37812, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated; the only loose theme is v5-era loading/import regressions, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, covering post-upgrade import/loading breakage without being overly tied to one narrow code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the safest single issue to anchor duplicate triage in this set because it best captures the recurring user-facing v5 compatibility complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/layer update no_grad handling vs broad import failures after upgrading versions." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers vs a docs-only confusion about forward arguments." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading regression while the other is reloading a checkpoint after a v4->v5 upgrade." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 save_pretrained are unrelated code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs a missing image-patch method causing an AttributeError." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network-request bug vs an unrelated placeholder issue title; no shared bug path." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad decoration bug is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer update semantics vs a warning about tie_word_embeddings in LoRA fine-tuning." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file import/runtime errors are different from PretrainedConfig type-checking failures." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving Pipeline objects are separate failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to a missing ReLU in the DSA indexer." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they target different artifacts and concrete symptoms." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading breakage is distinct from reloading an older checkpoint after version upgrades." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import from huggingface_hub is not the same as the transformers env command being broken." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env command failure and a model-class import error are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same underlying code path." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Decorating cache/layer update with no_grad is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command issue and the Qwen2.5-VL import error are different regressions." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A placeholder title is unrelated to the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad on update paths is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are separate compatibility problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-symbol reports." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as an underspecified generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and a TensorFlow backend issue from tensorboard-only installs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A general Qwen3-VL-Moe bug report is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3.5 MOE is unrelated to asking about a conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading issues and unsafe sys.modules access are different code-path problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output errors are unrelated to PretrainedConfig type-checking regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172" + ], + "prepared_review_unit_hash": "5361dfdb659e60c226b6e0173eb613c7d8f498caa0331f6a72298f3cdc1afbc2", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39201, + "estimated_input_tokens": 9801, + "estimated_eval_tokens": 19858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues across docs, import/export, model-config, and version-regression reports. None of the soft pairs look like the same concrete bug or change, so I rejected all of them; the best cluster representative is a broad v5-regression umbrella issue.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s recurring theme: v5 causing widespread breakage. It\u2019s more suitable as an umbrella than the narrower model- or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single issue to represent the cluster because it is open and general enough to summarize the common \u2018v5 breaks many models\u2019 regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring wording for position_ids is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same underlying problem as a broad 'many models break' report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3-family models, but one is a 2D box output hallucination and the other is an infinite-loop image case; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance cleanup and missing GenerationMixin cache in chunked_prefill are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-incompatibility reports, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing StableLmConfig field is a model-specific config regression, not the same issue as a general v5 breakage umbrella." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crashing is model-specific and does not match the broad general regression report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "General import-star/lazy-load cleanup is unrelated to failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import being slow sometimes and lazy loading not working properly are related in theme, but not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky test failures are unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning in SAM3 is unrelated to Liger Kernel not being applied via model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different APIs and bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, not a generic report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attn-2 unsupported for Nemotron is unrelated to Qwen3-VL bounding-box output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output quality are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env CLI breakage and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage in models does not match a missing exported HybridCache symbol." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is import errors after upgrade and the other is a generic breakage complaint; not the same concrete issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Kwargs propagation through RoFormer methods and attention-interface usage are related areas, but not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-patch helper in GLM46V is a specific multimodal bug, not the same as a broad v5 breakage issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility problems are unrelated to a specific Qwen3_5 import failure." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination and Qwen3.5 MoE from_pretrained errors are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys list handling are different validation/utility bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star cleanup/performance and cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application via model_init and flash_attention_3 degenerate training are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration and cache strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading not working are different import/CLI concerns." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same underlying issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "transformers env CLI breakage and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-removal docs and cache-strategy typo do not describe the same change." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating and a deepseek-v4 tensor transpose bug are different model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-435", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43298|issue:46095", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue: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": "bab3461598ae2b52ee307afad02f7eec566441c015fbea4cb9bcf045c358dbb0", + "component_budget": { + "node_count": 435, + "item_count": 435, + "soft_pair_count": 1604, + "serialized_chars": 830998, + "estimated_input_tokens": 207750, + "estimated_eval_tokens": 415756 + }, + "budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 46, + "serialized_chars": 37851, + "estimated_input_tokens": 9463, + "estimated_eval_tokens": 19182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only loose common thread is Transformers v5/model-loading/tokenizer regression chatter, but the soft pairs still describe different concrete bugs or feature requests, so none should be merged as duplicates. The broadest umbrella issue is the best representative, though it is not a true duplicate anchor.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the repeated v5 regression theme across the set.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent this cluster, 45850 is the most central and general; the rest are narrower manifestations or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs in different model components: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and forward-doc confusion are different problems." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and a weight-conversion-script question are not the same code-path bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE logic." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 regression umbrella is not the same bug as missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a memory leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are distinct issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different bugs in different subsystems: timestamp calculation vs VRAM leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different configuration bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Two separate import failures for different symbols/models." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support gap is unrelated to importing Qwen3_5ForCausalLM." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is behavior drift and the other is an incorrect decoder type; not clearly the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to an off-topic/unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key crash is unrelated to chat template crashes with tool calls." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight-key list handling are different config/runtime errors." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "A VRAM leak is unrelated to the off-topic issue." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type bug is unrelated to the off-topic issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to the off-topic issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are not the same failure." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor files are different features/bugs." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic issue and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to checkpoint load slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained failure are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "General checkpoint loading slowness is not the same as tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are different model-specific changes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value and loss kwargs propagation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: segmentation ignore_value vs attention interface." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value is unrelated to the orig_conversion typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs handling and a type-hint correction are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo in a conversion path are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERTConfig type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and ModernBERT norm_eps type hints are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "678d25dc7fbddee73b8e75e4c8cf7c03f7f730b86cd459d2781333538fda0c7e", + "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 parts of the library: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word offsets. No duplicate cluster is present; all soft links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, with a clear API change proposal and specific truncation behavior described.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the best representative if a single issue must anchor the cluster, because it is the most specific and actionable of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problems: tokenizer truncation vs Wav2Vec2 alignment offsets. No shared bug or change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduling functionality. Not the same underlying issue." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A scheduler feature request and a Wav2Vec2 word-timing request are distinct and do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "f97000b2762e4b233a937db7a3d5b1357dbb83c89306b6bedade14e36f38c535", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are only loosely similar around model/tokenization/loading, but they describe different problems: tokenizer mismatch, private-model auth/download messaging, and a Bert model load failure. I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical duplicate exists; the issues target different failure modes and user experiences.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest user-facing model-loading problem, but it is still not the same bug as the other two and should not be treated as a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior for Tapas is a different code path from a generic \"can't load model\" failure; the titles indicate unrelated bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is an auth/error-message problem for private model downloads, the other is a model-load failure for bert-base-uncased; they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "f95bd5a63e0a459e62c39cda234fbfb86e7252b04ddf25b5cebd4fe9fcd7adf6", + "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 both community contribution feature requests about adding support for more architectures, but they target different features: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is the more established representative of the cluster, with much higher discussion activity and a broader architecture-support framing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the best issue anchor because it is the most actively discussed and serves as the clearest representative of the feature-request theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these request different capabilities (Flash Attention 2 support vs GGUF support). They are related only at a high-level theme of broader architecture support, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "81a2c3ba5a52775e54bdfa044595db725af5a14ba39fddea7ad02a240a0a90cc", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13688, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13688, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly template-shaped i18n doc-translation requests, but they target different languages, so they are not true duplicates. The high similarity is caused by the shared issue template rather than the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate: the issues request translations into different languages, so they should not be collapsed into one ticket.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the cleanest representative of the generic translation template, but it is not a safe duplicate canonical for the language-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; same template wording is not enough to make them the same request." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different target languages; these are separate localization requests." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. another language request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation request, despite similar template text." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; should remain separate tickets." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request versus generic template issue; not the same underlying ticket." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different languages; same template does not imply duplication." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs. Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; not mergeable as one issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation requests, but for different languages." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different target languages; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request versus another language request; reject duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Template similarity only; the language targets differ." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-text issue is not the same underlying translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These share a template, but the actual language requests are different." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue versus a specific language request; not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; reject duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-language text appears unrelated to the generic translation template request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Different language targets; same template wording is not sufficient." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "These are separate translation requests for different languages." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different underlying request; 46226 is not the same translation ticket." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The issues are template-similar but language-specific and distinct." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different target languages / content; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Not the same translation request; the Thai-text issue should not be merged with the generic template issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "ea49018406060fb9d9e9a07fc06af4a784e4ca2948c55a951ada51689b5d53eb", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21654, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are all model-add/support requests, but they refer to different models and often different modalities or architectures. They look cluster-similar by template, not duplicates, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43671 is the most cluster-central exemplar by connectivity and generic 'support' wording, but it is still a specific TTS request rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best representative anchor for this cluster because it is broadly phrased and highly connected, though it does not subsume the other distinct model requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert config vs DEIMv2); only share a generic model-request pattern." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated models/modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model names and targets; no evidence they describe the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer request are not the same underlying model support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated beyond both being model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different architectures and modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity transformer are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct models with no shared concrete code-path problem." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different additions; similar naming only." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and weight-sparse transformer are not the same change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS request do not describe the same support work." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are distinct additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE models overlap only loosely in naming, not in concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both are Qwen3 speech requests, but TTS and ASR are different concrete model supports." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are different code paths and model types." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests, not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are different architecture requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and different speech tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS have no overlap in model family or support path." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR2 support are distinct model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests from different authors and domains." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "51ed937a8bceee900d9658066b82c70c72e827acac6cd0e991e85f27eb88ce24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 model support. They describe different features with no shared targets or code-path overlap.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate for this cluster because they concern unrelated functionality and there is no evidence they refer to the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and context point to different requests\u2014block decoding versus DeepSeek v3.2 support\u2014with no explicit linkage or overlapping implementation target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "5ff8c3c6dc3a756c74dcb8fd36f39fbee6432c62d979b2b7bc16478b38bc48dc", + "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": "The two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more specific Trainer API/customization problem and is better aligned with the cluster\u2019s only soft similarity signal.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative because it states a concrete Trainer setting (`remove_unused_column`) and a focused customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at the broad theme of custom trainers/Trainer internals; one concerns input-column pruning customization, the other FLOPS accounting. Different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "5953fe5f124d55dd5978c0b205aa9c930734fa3c99335d7f6b78ed85bb348363", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen variants and different AutoModel entry points, so they do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader auto-class registration request and is the better representative of the cluster, but it is not a duplicate of 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general and foundational request (AutoModel / AutoModelForConditionalGeneration registration) compared with 44405\u2019s narrower sequence-classification support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different target auto classes: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. They do not look mergeable into one single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "0db7171a78ffb0e95618b4926a7f6ef1213491e75347aaaf70be78a0eeaf3b38", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" look like likely duplicates of the same report; issue 43835 titled \"Fett\" does not look related. Among the huggingface items, 43859 is the best representative because it has the only discussion activity.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43859 is the best canonical issue among the near-identical \"huggingface \" reports because it has discussion activity and is as representative as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest issue candidate overall: same title as the other likely duplicates and slightly more evidence of engagement. issue:43835 has a different title and no visible linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no content suggesting the same underlying problem; too little evidence to merge as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete description tying them to the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no shared details beyond generic similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, similar minimal body length, and no evidence of distinct topics; these look like duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and similarly sparse content; likely the same report duplicated." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and similarly sparse content; likely the same report duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have stronger similarity than 43835, while 43835 has a different title and no linking evidence. The canonical choice of 43859 is also conservative and supported by its lone discussion activity. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "67e80d0b62bf45070d2e7edf282c975ec418404e9361b7baf02e4b705e37bae1", + "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": "This cluster is mostly low-information/spam-like issues with no concrete bug reports or shared technical evidence. I do not see a defensible duplicate relationship between any pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44418 is the least empty of the set and has the only vaguely substantive title; the others are generic spam titles or linkbait with no actionable problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative purely by being the most descriptive and least obviously spammy, though it still lacks real bug detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body/context; identical placeholder titles are not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam title, but no technical content or shared target to show a real duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam placeholder text and the other is a generic documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' look like separate spam entries, not the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond both being low-quality issues; not enough to merge as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both have the same placeholder title, but there is no body evidence that they report the same concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus linkbait-style title; no shared bug/change description to justify duplicate status." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles suggest different spam content, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "02462a20ef5612351e9125fd9648e65fa7de878b208dc187391d452dd2bf232f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues look like a likely duplicate pair: they have the same title and very similar body length/metadata, with #45145 appearing first. The available evidence is enough to favor #45145 as the canonical issue, but we do not have body-content comparison, so the match should be treated as probable rather than certain.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created first and already has an inbound reference, while #45151 has the same title and no distinguishing context in the available metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best single issue representative since it is the earliest report and has slightly more linkage activity, while the other issue appears to be the later duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and very similar issue metadata/body length strongly suggest the same report, although we cannot directly compare full bodies here." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a strong duplicate suspicion, but the analyst overstates the evidence. We only have matching titles and similar body lengths/metadata, not body-content comparison, so phrases like \"near-perfect duplicates\" and \"same apparent report with no meaningful differences\" are too strong. The soft-edge acceptance should be more conservative given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "7300c5faf9f2a6e44399bd43c31d6a631ec97c5138bbb7df5d39c53b422f6506", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate 4-bit inference bugs in the same general BitsAndBytes area, but with different failure modes and likely different code paths: Gemma4 audio-module uint8/torch.finfo TypeError vs. llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45674 is the more concrete, broadly actionable report because it names the exact configuration interaction and failure mechanism, making it a better anchor for deduping related BitsAndBytesConfig regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative of the cluster since it precisely describes the bug trigger and expected behavior around 4-bit inference exclusions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They only overlap at a high level (4-bit inference/BitsAndBytes)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "019253cf2bc83cfa6b9fc5a8066ab63ee74f5342746a840e99c96cfe3d5de059", + "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 of the same underlying bug or request; they appear to be unrelated entries consisting only of personal names and dates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "No shared bug report, code path, or explicit linkage; the titles are just different personal-name/date strings and do not indicate the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "b622e9b9f796a7fd3c5036378f8fd9b475e9385445bfed8a006deb3202c59514", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just short personal-name/date titles with no body, links, files, or shared targets. There is no evidence they describe the same bug or change, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue exists; both items lack any bug-report content and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles only share a surname pattern and dates; there is no issue body or supporting evidence that they refer to the same 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": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "8dfdcd5b0cdcb6700becd9bee21a2e01813acf73bab0105c13857302d00de255", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate pairs: 45870/45871 share the exact same example title, and 45872/45873 share the exact same DataForge scraping-service title. Issue 45869 looks related only by broad financial-data wording, not the same underlying request.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45870 is the best canonical choice for the first duplicate pair because it is the earliest of the two identical 'Example: Financial time series prediction with DataForge' reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest representative issue in this set, but only for its exact duplicate pair; 45869 and 45872/45873 describe different topics, so there is no single issue that cleanly covers the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial data, but one is a dataset listing and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: broad domain overlap only, no evidence they describe the same request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and apparently same content; these are duplicates of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Example prediction request versus scraping-service request; related theme, but different concrete work." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Example prediction request versus scraping-service request; not the same bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete topics despite shared DataForge/financial wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topics despite shared DataForge/financial wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely same body; these are duplicates of the same DataForge scraping-service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two exact title matches with identical body lengths reasonably support the two duplicate pairs, and 45869 is appropriately left as only loosely related. The soft-edge verdicts are conservative overall and do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e837d3968f90e66239adefa84f98a77dddb63bdec1867e84965e3772daeb757c", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40311, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs linked only by loose title/scope similarity. The only true duplicate pair is the two fixed_cross_entropy patches (43251/43254); the rest are distinct model additions, docs/tests, or kernel/refactor changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only real duplicate pair: it explicitly targets issue 43240 and makes the same fixed_cross_entropy kwargs change as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best cluster representative because it is the only clearly duplicated code-path fix and has the most concrete issue linkage; the other PRs are unrelated to it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: new VideoPrism model docs/code vs an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: Mistral tokenizer method additions vs an Executorch export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: tokenizer API cleanup vs adding a new MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: processor auto-loading robustness vs adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: cross-entropy kwargs fix vs adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: loss utility fix vs Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: Executorch export test vs Mistral4 tests/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated: Executorch export test vs adding a new MobileLLM model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Unrelated: new model addition vs a config-resolution bug fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Unrelated: new MobileLLM model files vs Falcon output-collection refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: Falcon refactor vs a model-creation skill/tooling change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Unrelated: Falcon refactor vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Unrelated: Mistral4 test/model work vs a CLIP-like weight-renaming cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Unrelated: Mistral4 test/model work vs chat parsing/serve updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Unrelated: Mistral4 test/model work vs TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Unrelated: Mistral4 test/model work vs config-resolution ordering fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: Mistral4 test/model work vs model-creation skill tooling." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: adding MobileLLM vs model-creation skill/tooling change." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub-kernel routing, but they implement different kernels for different features and are not the same bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix: both extend fixed_cross_entropy to pass supported cross_entropy kwargs in the same code path, and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: most pairs are only soft-similarity and are reasonably rejected as unrelated, while 43251/43254 are the clear same-bugfix duplicate pair (same target issue 43240, same file, same cross_entropy kwargs fix) and look mergeable into one PR. No obvious evidence overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "94a3dd415ac2c0fbaf0e7211e604c07170b2b263c7e8f5c15d7781a762785fa2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice PRs overlap in model/docs infrastructure, but they are not the same underlying change: #40546 is the initial VibeVoice integration, while #42781 adds a realtime variant plus an acoustic tokenizer and generation updates. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader foundational VibeVoice implementation and is the better canonical representative of the base model integration.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core VibeVoice support; #42781 is a separate follow-up feature rather than a duplicate fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: both touch shared VibeVoice files, but #40546 implements the initial VibeVoice model while #42781 adds VibeVoice Realtime and an acoustic tokenizer. These are related extensions, not the same concrete bug/change, and they would not plausibly be merged into one PR without combining distinct features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "9eeb807cc6450e2f530402e05dc09ee0c0cb886e4a2ac53e961e93afe7b7d4ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, and the other adds DINOv3 image classification support. They do not fix the same underlying bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different code paths, and different features, so this is not a duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR #41224 is slightly more self-contained, but there is no meaningful global best PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "TimesFM covariate forecasting and DINOv3 image classification are unrelated changes touching different model families and code paths; they are not plausibly mergeable into one 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": 4, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "01be56b6cf76f99e8f8f57110135e53176b7033d5e10dd70a1c182bddaf1de1a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-integration additions, but for different models and different code paths. The shared files are generic Transformers scaffolding, not evidence of the same underlying change or duplicate bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 41797 adds DeepSeek OCR, 45186 adds Isaac, and 45630 adds Kimi2-6; they only overlap on standard integration boilerplate.", + "best_issue_reason": null, + "best_pr_reason": "45630 is the strongest representative only because it is the largest and most complete integration patch, but it is still unrelated to the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with separate filenames, docs, configs, and model code; shared Transformers registry files are generic boilerplate, not a duplicate change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) touching different model implementations and docs; overlap is only in common auto-registration/integration scaffolding, so they 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": 6, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "a2651b02ea73b05dddc65e967fdd7e06e99107f2969bf5bc94457d0495430deb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both touch GitHub Actions workflows, but they are separate dependency-upgrade efforts: one targets Node 24 compatibility across workflow actions, the other updates docker/build-push-action and related workflow actions. They overlap in files, but not in the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearest, broader theme: upgrading workflow actions for Node 24 compatibility, with concrete version bumps across multiple workflow files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since its title and diff more directly describe the overall workflow-action upgrade work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they change different action families for different purposes: Node 24 compatibility vs docker/build-push-action updates. They are related maintenance, not the same concrete bug/change, so they should remain separate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "3832450089befa04e68d446b3d7fefcc4f51e13a4cd71fe42ea5cb3ee64fa2f7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share generic Transformers integration files, but they do not describe the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a duplicate canonical for the others; each introduces a distinct model family and code path, so there is no single best PR for deduplication.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry files are just normal model onboarding overlap, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different architecture code and tests; overlap is only in shared integration files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM is a time-series model addition, while ViT NEPA is a vision model addition. They are clearly different changes despite touching shared registry/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are separate model families with different files, processors, and tests; this looks like two distinct PRs, not one fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different model integrations and code paths. Shared auto-registration and docs updates are insufficient to treat them as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions with different architecture and processing code. They do not appear mergeable into one PR for the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "6016282845e50eac9862ed7bb2007a91b2e76f702acf5341c53d6096680fdc4d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7089, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7089, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are not duplicates of one another. PR 44815 is a substantive dequantization/loading fix, PR 43291 is a Whisper test/tokenizer change, and PR 43665 is an unrelated test-only edit across CLIP/ViT. The soft similarity signals are misleading here; none of the pairs should be merged as the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best canonical representative because it is the only clearly substantive code fix with a coherent bug-fix scope; the other PRs are either test-only or model-specific and unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 has the strongest standalone fix signal and the broadest coherent implementation across loading/FP8 quantization paths, making it the best representative of this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fix vs. unrelated CLIP/ViT test edits; no shared bug or mergeable code-path change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenization change is unrelated to FP8 dequantization/model-loading fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "One is test-only edits in CLIP/ViT; the other is a real dequantization/loading fix in different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "14babd65062d1aeb668ee3894fad5df4e619a055cb40f6132f34de2d09eeef72", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly synthetic \"do not merge\" PRs around CI/test migration or repo-bot checks, but they do not appear to be the same underlying change. The only clearly related pair by theme is 45932/46100, yet their code paths and scopes differ enough to avoid duplicate-PR merging.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "46114 is the broadest representative of the synthetic CI/test-migration subgroup: it touches multiple test files and workflow plumbing, and its title/body match the cluster theme better than the narrower PRs.", + "best_issue_reason": null, + "best_pr_reason": "46114 is the best single representative for triage because it has the widest surface area and the strongest cluster-level similarity, while the other PRs are either narrower test edits or unrelated bot/check experiments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are synthetic test/bot PRs, but they change different areas and do not look like one concrete fix that could be merged as a single PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared ViT-test filenames are not enough; one is a setup/version/dependency tweak and the other rewires workflow/comment CI behavior." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They overlap on test/CI infrastructure, but the actual changes are different workflows and unrelated test plumbing, not the same underlying bug or change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite similar testing-PR framing, 45932 changes multiple model/config/workflow files while 46100 only injects failing assertions in the ViT test; not the same fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both touch tests, but 46114 is a broader OTEL/migration PR with many files, not the same concrete ViT test change as 46100." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "671e2c3979e3616dd7b745e8a25cc76aa2bf0f27c38ed1cbc44f8985b121ea49", + "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 two distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. Their shared docs/registration scaffolding is incidental, not evidence of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the PRs target different pipelines, different model integrations, and different test/docs surfaces.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one standalone representative, PR #43613 is broader and more implementation-heavy, but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths; shared registration/docs files are common scaffolding, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "f0ea7dd084ca4349416578fc589810ea0920b870e08594fdf014461c86af5211", + "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 modify `trainer.py`, but they address different extension points: gradient-accumulation loss scaling vs. model signature/column filtering. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a PR must represent the cluster, `#43651` is the more self-contained concrete behavior change in `training_step`; however, it is not a duplicate of `#43663` and should not be treated as a shared canonical fix.", + "best_issue_reason": null, + "best_pr_reason": "`#43651` is the stronger standalone PR candidate because it fixes a specific training-loss scaling path, while `#43663` is a separate override hook for signature-column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes in the same file: `#43651` alters gradient accumulation loss scaling, while `#43663` refactors signature-column inspection for custom trainers/PEFT models. They do not fix the same 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": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "81f796fdc9bc5008af00172052fc0bd77abe9943c37f332c5d40fcff7a44784c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same import-time TypeAdapter NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style and breadth, not in underlying bug.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most direct fix for the TypeAdapter NameError: it explicitly guards the pydantic import under `TYPE_CHECKING` and quotes the annotation, with a small, focused diff.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it squarely addresses the runtime failure without adding broader typing cleanup, making it the clearest canonical fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same underlying bug in the CLI serve path: an import-time `TypeAdapter` NameError from type annotations in `serve.py`. Both PRs fix the same runtime typing issue and could plausibly be combined." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded: both PRs touch `src/transformers/cli/serve.py`, both are explicitly about a `TypeAdapter` NameError, and the narrower `TYPE_CHECKING`/quoted-annotation fix in PR 43842 is a reasonable canonical representative. The soft-edge acceptance is conservative enough, since PR 43656 is a broader annotation-safety cleanup but still plausibly part of the same import-time bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|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" + ], + "prepared_review_unit_hash": "33c8681a1284156df4897ed464c830ec2bb579be4d744b0b12221226baacfe17", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad output-tracing refactor theme under umbrella issue #43979, but the PRs are generally model-specific and not duplicates across models. The only clear duplicate-like overlaps are the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43979 is the shared umbrella target referenced by the refactor PRs and best explains the cross-model output-tracing standardization theme.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor set: it targets the same concrete output-tracing code paths as the earlier GPT-J variants and appears to be the later, more complete version.", + "best_issue_reason": "Issue #43979 is the best global issue anchor because it is the common tracking target for the standardized output-tracing work.", + "best_pr_reason": "PR #44722 is the best global PR anchor because it most clearly represents the GPT-J/CodeGen standardized output-tracing change and likely supersedes the earlier GPT-J variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); sharing the umbrella issue is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and are effectively the same underlying refactor; one is a variant of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet output tracing vs EfficientNet output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; same umbrella issue does not imply duplication." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor are different model changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations despite both using the standardized tracing theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model paths; not the same bug or refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model-specific output-tracing changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these are duplicate variants of one change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; related theme, but not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are distinct code paths and cannot be merged as one PR." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations; only the umbrella theme matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT output-tracing refactors are separate model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen touch different model internals; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths; shared theme is too broad." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate model refactors, not the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific output-tracing changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model families and code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are separate changes; same issue target is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo touch different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different models and changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code paths; 44722 looks like the later duplicate/updated version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; they look like overlapping versions of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The umbrella issue anchor is supported by the packet, and the conservative duplicate calls are limited to the same-model overlaps (GPT-Neo and GPT-J/CodeGen variants). I don\u2019t see an overstatement that would justify rejecting this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "1eaabe6b48f1aa10feaab12bd028f4715a29c1a30db47da5ed0f5ab4191b6668", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all variants of the same broad maintenance theme\u2014migrating different model implementations to standardized output-capture/tracing APIs\u2014but they are model-specific refactors, not duplicates of one another. None of the soft pairs looks like the same concrete bug or change in the same code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a good representative of the cluster: it shows the standard capture_outputs/can_return_tuple migration clearly and includes the explicit _can_record_outputs wiring, but it is still scoped to a single model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the most self-contained product-style refactor in the set because it has an explicit issue target and a focused output-tracing migration for SpeechT5, though it remains model-specific rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model code paths (FocalNet vs ImageGPT) and different hook wiring; they are related pattern changes, not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different forward/output plumbing; similar decorator migration, but not one underlying bug or mergeable duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert each refactor their own output-capture setup; shared theme only, no shared concrete code path or duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different model files and different output-collection logic; same modernization pattern, but not the same PR-level change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new tracing helpers; they do not fix the same bug in the same subsystem code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both modernize output handling, but they are distinct model implementations with separate API adjustments and no shared concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", 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"soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all follow the same output-tracing refactor naming pattern, but they target different model families and concrete forward paths, so they should not be deduped across artifacts.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "44025 is the clearest representative of the refactor wave: it updates two closely related depth models and uses the new can_return_tuple path in a straightforward way.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best single PR to anchor the cluster because it is self-contained, model-specific, and more representative than the one-file wrapper changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different code paths and architectures; both are output-tracing cleanups only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate models with unrelated forward implementations; not mergeable as one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Timm backbone refactor is unrelated to mamba/falcon-mamba output capturing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different subsystems and runtime behavior; only the decorator pattern matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet_v1 and univnet are distinct models with different output contracts." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations; same broad refactor style is insufficient." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Mobilenet_v1 and depth_anything touch unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate wrapper/model changes; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder/model code paths; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and univnet are unrelated model families." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct models and forward signatures; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder refactor is unrelated to mamba output tracing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different concrete code paths and model families." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated implementations; same refactor pattern only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different runtime behavior and architectures; not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs depth_anything are separate models with different outputs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths; similar naming only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and output mechanisms." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon-mamba output recording is a different concrete change than CodeGen cache/output typing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated subsystems." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share the same forward path or fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model families; no shared bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth-anything models and vision-encoder-decoder wrappers are different concrete code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth estimation refactor and speech encoder-decoder wrapper refactor are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth-anything and SuperPoint are separate model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output contracts; only the tracing refactor motif overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth-anything and DPR are different code paths with different output semantics." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are separate model integrations and not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-encoder-decoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and runtime paths; not mergeable as one PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Encoder-decoder wrapper refactor and DPR forward refactor are distinct changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder wrapper work is separate from DPR output cleanup." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV have unrelated forward paths and outputs." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models, different output contracts; same refactor style only." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated concrete code changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "d5b84989b80b49d8e389155e1ad889687993381994beedccf5b773b0892af8ce", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers integration patterns, so none look like duplicates or the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are distinct model implementations for different architectures, not duplicate fixes or the same feature branch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative: it is a complete, non-draft model-addition PR with broad implementation/test coverage and substantial review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "PenguinVL vs Voxtral TTS are different model integrations; shared auto-registration/docs files are generic and do not indicate the same code-path change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions with different configs, processors, and modeling code." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 vs Voxtral TTS are different models; overlap is only in common Transformers scaffolding, not one concrete fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "01d1b8c79f239dc67f0feb4ac054ae40daf4482205be46ef9621ddf71b6453c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the fusion area, but they target different levels of the stack: one adds a generic module-fusion API, the other wires a specific n-to-1 kernel-fusion path through KernelConfig and integrations. They are related, but not duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational Module Fusion API and tests, which is the broader abstraction the later kernel-config work can build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative for triage: it is the core, self-contained fusion API change rather than a downstream integration of that idea into kernel-backed model loading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but different concrete changes: #44979 adds a new module_fusion API and tests; #45363 adds n-to-1 kernel fusion via KernelConfig, integrations, and model-loading changes. They are not the same code-path fix and would not plausibly merge 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": 18, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "c31f2226ac684169705e904dcf37a5fa48b4bfca30ea199e9ff37eab873254dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by changing the same tokenizer pre-tokenizer access path; 45317 is the more complete version because it includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same code path as 45086 and also adds test coverage, making it the more complete representative of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR because it directly matches the bug, has the same core code change as 45086, and includes additional validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same concrete fix in `_patch_mistral_regex` / `tokenization_utils_tokenizers.py`; 45317 just adds tests, so these are duplicate PRs for triage purposes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "9049d025b84c12747333adc15211ff3144ab7b1d5a2537b80e89ffd201f121ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related NemotronH refactors, but they target different scopes: one is a narrow inheritance/conversion-mapping refactor, while the other is a broader split into NemotronHDense/NemotronHSparse with docs and tests. They are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative because it is the broader, more complete NemotronH architecture update; PR 45115 is a narrower precursor focused on refactoring and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate: it covers the full model split, auto-mapping, docs, and tests, making it more central and complete than the smaller refactor in 45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete bug/change. 45115 is a focused inheritance/conversion-mapping refactor, while 45569 introduces the dense/sparse model split plus documentation and test updates. They would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "ed36b037db3709849e5ee49e542185e642654d4f9bc8fa14ff37cfaccfe562ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-config PRs, but they are not duplicates: one adds the config API/serialization layer, while the other adds broader model, cache, and masking support that consumes it.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader umbrella change: it includes heterogeneous config handling plus the downstream cache/modeling integrations and tests, so it is the most representative single PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best overall PR because it covers the full end-to-end heterogeneous model support path, not just the config-layer groundwork.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneity infrastructure, but 45333 is only the config-layer piece while 45332 adds separate modeling/cache/masking changes for actual heterogeneous model support. They are related, not the same concrete change, and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "c0a970b633d17cabe51a7fa46a8c1bba2157e976c45bf780507df90a9bc3bb85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different scopes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols/helpers and related integrations. They are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, code-centered typing change: it adds shared typing abstractions in `_typing.py` and wires them into specific runtime paths, rather than a broad repository-wide cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces reusable typing infrastructure affecting multiple modules, making it the most central and self-contained change here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they are distinct efforts. 45415 is a wide type-checking pass plus pyproject ignore changes across many files; 45425 adds specific typing protocols/helpers and small integrations in a different code path. They could be merged separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "0f79d26cf6430d6788acea723ff7feac24d6cbf271b1d1deb2ac9505ac30d1c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar: both adjust cached forward behavior for seq_len > 1, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the more focused standalone fix: it has an explicit issue target (#46032) and addresses a specific Mamba2 cache path bug for seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best representative PR in this set because it is narrowly scoped, clearly linked to a concrete issue, and fixes a single model-specific bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures: 45513 fixes multi-token cached forward for Qwen3.5/Qwen3-next/OlmoHybrid linear attention/GDN, while 46084 fixes Mamba2 use_cache behavior when seq_len > 1. The shared theme is caching, but the code paths and fixes are not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "3778e2c6a5b32a2e2e846e08812e01817c41f83f73c3c5bddc698f463306195b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch expert parallelism, but they address different concrete bugs: #45548 is about EP + DeepSpeed ZeRO-3 loading and config serialization, while #45662 is about EP + FSDP2 rank-0 broadcast overwriting experts during load. They are related in subsystem, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the better canonical PR candidate because it targets a clearer, more specific failure mode and has the broader set of loading-path changes directly tied to that bug.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the best overall PR in this cluster because it addresses a concrete expert-parallel loading corruption bug with multi-file code-path fixes, whereas #45548 appears to cover a different loading/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both involve EP/loading, but #45548 fixes accelerate/ZeRO-3 loading and config serialization, while #45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different code paths and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "31c00f2e9d7b89df3998136d1240b6bdc2d6c15c228f22912b3b7045a5bd2c34", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info artifact collision problem; PR #45645 is the broader, more complete change and subsumes the narrower fix in #45639.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe output-file fix plus the CI/workflow changes needed to consume multiple captured_info files and preserve debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best representative because it addresses the full underlying problem end-to-end, while #45639 is just the core code change subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same concrete bug family: xdist collisions for captured_info artifacts. #45645 contains the same testing_utils fix and adds supporting workflow/log handling, so the two could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "87671571ee65b980b5cc9901af134d2e98765d333e0281dfe17bb7dafc7efdef", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate linter/modeling-rule PRs, not duplicates; two are TRF016/TRF018 rule additions and one is TRF003 tuple-return work. The only apparent overlap is broad linter/docs infrastructure, which is not enough to merge them.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the best representative PR in this set: it is the most explicit new-rule change (TRF018), has the broadest implementation footprint, and is more substantial than the narrower TRF016 fix in 46023.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone item because it adds a distinct modeling rule with the largest scope and clearest specification; the others are narrower or about a different rule entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: 45720 implements TRF003 tuple-return handling in model forwards, while 46259 adds TRF018 for dead do_* flags in image/video processors. Shared linter/docs context is too broad to treat as the same fix." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both touch modeling_rules/docs and linter-related files, but they target different rules and bug classes: 46023 is TRF016 for consuming do_* flags, while 46259 is TRF018 with a different rule and model set. Not the same 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": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "17cc40bce2629f69ae39f0cad1e14840031738cf4fbae1b28d7731c3a8376652", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs all add SDPA dispatch support, but each targets different model families and code paths (CTRL, T5, and wav2vec2/seamless variants). They are related by theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest representative of the shared SDPA-dispatch theme, spanning multiple model families and the largest set of code/test changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest cluster representative because it covers the widest scope and the most complete implementation across related models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same high-level feature request, but different concrete model implementations (CTRL vs T5) and separate code paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA dispatch, but for different architectures and files (CTRL vs wav2vec2/seamless); related work, not the same underlying change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/seamless SDPA dispatch touch distinct model code paths, so they are not duplicates and should remain separate 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": 28, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "18a502b4f1b8e3c45d89b65b0e74dbf15279d80d6e45e5f51472546b9c2cd5dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate pull requests. PR #46269 is a broad distributed-branch base touching many distributed subsystems, while PR #46126 is a narrower EP + Trainer integration change that only overlaps in a few shared files.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the more central umbrella PR for the cluster: it spans the distributed stack broadly and appears to be the base branch that other distributed work would build on, whereas #46126 is a narrower feature-specific follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best representative of the cluster because it is the larger, more general distributed integration PR and explains the shared-file overlap better than the narrower EP/Trainer PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed files, but the titles and diffs indicate different changesets and scopes. #46126 is EP + Trainer integration; #46269 is a broad distributed branch base across FSDP, tensor parallel, MoE, and CI. Shared filenames alone are not enough to treat them as the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "80550dfb1c41b2496fa2ba3efc84e8dc0f9f0db3e950f1ddab22247a7bcf3264", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate hardening PRs that both replace fragile source-file opening, but they fix different code paths in different modules. They are related by theme, not by the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative for the cluster because it fixes a specific `_can_set_attn_implementation` source-inspection path and includes tests; PR 46152 addresses a different helper in `import_utils.py` with a separate implementation change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest overall representative: the problem statement is explicit, the change is tightly scoped, and the accompanying tests make the fix concrete. PR 46152 is a different source-resolution refactor in another file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both PRs harden source lookup and avoid raw `open()`, but they target unrelated code paths (`import_utils.py` vs `modeling_utils.py`) with different logic and no shared concrete bug; this is thematic similarity, not a duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/manifest.json b/snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1ec1fc34c3e5947aa6afaeb271fab5ed2c5b313d --- /dev/null +++ b/snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260530t000035z", + "artifacts": { + "hybrid": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-30T00:09:32Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260530T000035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260530T000035Z/manifest.json b/snapshots/20260530T000035Z/manifest.json index 171a582467902e5dc8a71008cf9e700103c5baef..d5212e93fc3b2111eda73263bf762fefe3d43afd 100644 --- a/snapshots/20260530T000035Z/manifest.json +++ b/snapshots/20260530T000035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 358 }, "extracted_at": "2026-05-30T00:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260530t000035z", + "runs": { + "hybrid-model-20260530t000035z": { + "analysis_id": "hybrid-model-20260530t000035z", + "artifacts": { + "hybrid": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260530T000035Z/analysis-runs/hybrid-model-20260530t000035z/manifest.json", + "model": null, + "published_at": "2026-05-30T00:09:32Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260530T000035Z", "watermark": {