diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 8c4945b0e84cb2a6317f0ca6720207119138df26..3cd08a39fd09e6f2a5b7e3c7241aa917508d33c4 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": "20260615T060048Z", - "generated_at": "2026-06-15T06:10:24Z", + "snapshot_id": "20260615T120125Z", + "generated_at": "2026-06-15T12:12:43Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1559,7 +1559,7 @@ "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 46305, "canonical_pr_number": 46546, "issue_numbers": [ @@ -1570,9 +1570,7 @@ 46546 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -1860,273 +1858,102 @@ ] }, { - "cluster_id": "cluster-44018-2", + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46562, + "issue_numbers": [], + "pr_numbers": [ + 46562, + 46658 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.127, + "size_similarity": 0.556, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.107, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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": 44068, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 44018, - 44068 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, + "area_overlap": 0.0, + "patch_similarity": 0.036, "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 + 11, + 18 ], [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 + 30, + 36 ], [ - 761, - 766 + 315, + 323 ], [ - 780, - 786 + 665, + 671 ], [ - 791, - 798 + 931, + 937 ], [ - 807, - 822 + 1843, + 1849 ], [ - 840, - 845 + 1868, + 1874 ] ], "right_ranges": [ [ - 26, - 31 + 54, + 61 ], [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 + 587, + 593 ] ] } @@ -2164,6 +1991,15 @@ "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, @@ -2190,15 +2026,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2242,7 +2069,16 @@ 46310 ], "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46612-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 43bcf013cc0f9e389af2c14e012d2673cc91bb56..8545764d8c245cca9635643e7b4406916a59785e 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": "20260615T060048Z", - "generated_at": "2026-06-15T06:10:24Z", + "snapshot_id": "20260615T120125Z", + "generated_at": "2026-06-15T12:12:43Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:24643", "issue:30277", @@ -37,7 +37,6 @@ "issue:43716", "issue:43827", "issue:43828", - "issue:43866", "issue:43975", "issue:44292", "issue:44322", @@ -46,6 +45,7 @@ "issue:44512", "issue:44560", "issue:44805", + "issue:44841", "issue:44918", "issue:45081", "issue:45161", @@ -62,10 +62,9 @@ "issue:46015", "issue:46165", "issue:46294", - "issue:46304", - "issue:46402", "issue:46468", - "issue:46515" + "issue:46515", + "issue:46661" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -96,6 +95,7 @@ "issue:43039|issue:45161", "issue:43975|issue:44457", "issue:44292|issue:44457", + "issue:44841|issue:46661", "issue:34928|issue:44805", "issue:24643|issue:30277", "issue:45859|issue:45902", @@ -103,22 +103,22 @@ "issue:34928|issue:36331", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:44292|issue:45237", "issue:45874|issue:46294", + "issue:44292|issue:45237", "issue:39290|issue:45081", - "issue:45800|issue:46515", "issue:45823|issue:45874", + "issue:45800|issue:46515", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43828|issue:44292", "issue:43541|issue:43716", + "issue:43828|issue:44292", "issue:43716|issue:46468", "issue:43716|issue:45685", - "issue:44918|issue:45161", "issue:44292|issue:44918", "issue:43716|issue:44292", "issue:45507|issue:45685", + "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", @@ -127,300 +127,418 @@ "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", - "issue:43039|issue:44805", "issue:45237|issue:46015", - "issue:43866|issue:46402", - "issue:45800|issue:46304" + "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "24763001fd1e78d0ac41ee645529549f0079057c6a73e7b305725470510281d4", + "prepared_review_unit_hash": "d4e0d6b5933c8afd529deca374796fdea8dfd8ebb4741a4a6b85617042f5f462", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 46530, - "estimated_input_tokens": 11633, - "estimated_eval_tokens": 23522 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 62, + "serialized_chars": 45726, + "estimated_input_tokens": 11432, + "estimated_eval_tokens": 23120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous set. The only clear accepted soft edge is the torch 2.4.1 compatibility pair (45800/46515). The ZeRO-3/BERT index-out-of-bounds reports (43596/43638) look very closely related and are the best canonical issue anchor, but the docs items 44509/44512 are only a rejected soft-similarity pair: both are v5 docs regressions, not the same bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43596 is the cleanest canonical for the strongest duplicate-like bug here: the DeepSpeed ZeRO-3/BertModel index-out-of-bounds loading failure. issue:43638 looks very closely related and likely the same underlying class of problem, but the packet supports strong similarity rather than absolute certainty.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues across many models and subsystems. Only a couple of soft pairs look like true duplicates: the Bert/DeepSpeed ZeRO-3 IndexError reports, and the torch 2.4.1 compatibility reports.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the clearest representative of the real duplicate set: it states the concrete Bert + ZeRO-3 IndexError with the failing path more cleanly than 43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue candidate because it anchors the strongest duplicate-like DeepSpeed ZeRO-3/BERT regression in the cluster, with a very close companion in issue:43638; most other items are only loosely related.", + "best_issue_reason": "issue:43596 is the best cluster representative because it sits in the strongest duplicate pair and names the exact failure mode succinctly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend problems and different models; not the same bug." + "reason": "Unrelated model/runtime problems: AMD GPU failure vs MPS histogram op unsupported." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes (dtype mismatch vs AMD GPU runtime failure)." + "reason": "Different subsystems and symptoms; image preprocessor dtype mismatch is not the AMD GPU issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime issues, but the concrete bugs differ: autocast dtype mismatch vs GPT-OSS AMD failure." + "reason": "Both are dtype/runtime failures, but on different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different concrete problems: AMD GPU support vs broken official example." + "reason": "Different models and failure modes; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the GPT-OSS AMD issue." + "reason": "Different MoE/model-specific errors; no shared concrete code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated code paths." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." + "reason": "ModernBERT ONNX export and Qwen3MoE FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export failure and Qwen3 auto device-map CUDA assert are not the same bug." + "reason": "Different model/runtime failures; no shared fix path." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA runtime crash vs outdated RAG docs are unrelated." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they refer to different removed docs/content and are not the same change." + "reason": "Both are v5 doc cleanup, but they cover different removed docs topics and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and GenerationMixin import error are unrelated." + "reason": "ONNX export error vs missing GenerationMixin import are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume problems with different triggers and code paths." + "reason": "TRL SFT embedding unpacking and resume/trust_remote_code training are different problems." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Gemma4 device placement mismatch." + "reason": "Different Gemma4 issues: mask shape mismatch vs device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape errors, but the model/setup and failure mechanism differ." + "reason": "Both mention size/index errors, but the Bert ZeRO-3 init bug and the mask-shape bug are different." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT loading error is unrelated to training resume with trust_remote_code." + "reason": "Unrelated training resume problem; no shared code path." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different index/shape failures with different models and repros." + "reason": "Different error classes and model paths; not the same underlying bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Video chat-template token mismatch and mask indexing error are different bugs." + "reason": "Mask/index tensor mismatch is unrelated to video token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Tensor-parallel MoE issue is unrelated to the mask shape/indexing bug." + "reason": "Different model/runtime paths; mask indexing vs TP MoE behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume issue vs broken official example are unrelated." + "reason": "Resume/trust_remote_code and Nemotron example breakage are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and resume-training issues are unrelated." + "reason": "Video StopIteration and training resume/trust_remote_code are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT loading error is unrelated to the training resume bug." + "reason": "Different failures; no shared Bert ZeRO-3 index-error path." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index error are different concrete bugs." + "reason": "Both involve DeepSpeed, but different errors and model paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same Bert/DeepSpeed ZeRO-3 IndexError; titles differ only in model/pretrained wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA save/load mismatch are different issues." + "reason": "DeepSeek detokenization and LoRA merge/save-load mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure and LoRA merge/save inconsistency are unrelated." + "reason": "Qwen3 NVFP4 runtime error and LoRA output mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code config_class AttributeError are different issues." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP tensor recomputation bug is not the same as the mask shape mismatch." + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other is a collective mismatch." + "reason": "Different DeepSpeed failures with different symptoms and code paths." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class/module, but CPU-offload incompatibility and uninitialized-memory after materialization are different concrete failures." + "reason": "Same model component, but one is CPU-offload incompatibility and the other is meta/to_empty memory initialization; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; 45800 is just the more specific versioned report." + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom trainer loss signature error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific errors; no shared concrete fix." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different features and bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes; no shared code path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig/vLLM issue and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map mismatch and expensive reverse-embedding lookup are different bugs." + "reason": "Both are Gemma4, but one is device-map mismatch and the other is expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility report; titles describe the same version-incompatibility bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen NVFP4 runtime error are not the same issue." + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime error are unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP/checkpointing size mismatch and Qwen3 auto device-map assert are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device mapping assert are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS tensor-parallel failure are different problems." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + "reason": "Mixtral grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 vs broken Nemotron example are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems; no shared fix." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error and Qwen3.5 embedding unpacking issue are different." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Activation-checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP issue are unrelated." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask shape/indexing error are unrelated." + "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "GPT-OSS GPU support issue and outdated RAG docs are unrelated." + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar-looking but distinct model paths." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Checkpoint corruption and Sam3Model text-encoder loading regression are different issues." + "reason": "Both are docs regressions, but they concern different removed v5 references." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime bugs with no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing issue and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Both are compatibility regressions, but one is torch 2.4.1-specific and the other is USE_DISTRIBUTED=0 support in v5.9.0; not the same bug." + "reason": "Liger Kernel cross-entropy issue and mask-shape IndexError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise verdicts are mostly conservative, but the writeup overstates the evidence in a few places. In particular, the summary calls the 44509/44512 docs items a \"duplicate pair\" even though the verdict rejects that pair and the packet only shows broadly similar v5 docs regressions, not the same bug. The canonical issue note for 43596/43638 also goes a bit far by saying it is the \"same failure\"; the packet supports strong similarity, but not that level of certainty. Please tighten the summary so it matches the actual accepted/rejected soft edges." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well-supported by the issue titles and the strongest similarity signals, and the rejected pairs are phrased cautiously without overclaiming. The representative-issue choice is also defensible based on the close Bert/ZeRO-3 duplicate pair." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -436,7 +554,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36010", "issue:39290", @@ -465,17 +583,15 @@ "issue:44512", "issue:44560", "issue:44589", - "issue:44805", "issue:44841", "issue:44863", - "issue:44918", "issue:45005", "issue:45020", "issue:45070", "issue:45084", - "issue:45161", "issue:45237", "issue:45362", + "issue:45399", "issue:45464", "issue:45685", "issue:45800", @@ -485,17 +601,21 @@ "issue:45920", "issue:46015", "issue:46294", - "issue:46304" + "issue:46304", + "issue:46402", + "issue:46661" ], "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:44589|issue:46304", "issue:43901|issue:44512", "issue:45237|issue:45901", - "issue:45823|issue:46294", "issue:43039|issue:44560", + "issue:45823|issue:46294", "issue:44841|issue:45823", "issue:43975|issue:46015", "issue:44863|issue:46015", @@ -523,303 +643,282 @@ "issue:43404|issue:43866", "issue:41093|issue:41762", "issue:43296|issue:43366", - "issue:45800|issue:45823", + "issue:45399|issue:46661", "issue:43572|issue:45070", - "issue:44805|issue:44918", - "issue:44387|issue:45005", - "issue:43541|issue:45161", - "issue:43828|issue:45464", - "issue:43366|issue:45464" + "issue:45800|issue:45823", + "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "1d59a4995be67a2a13444b43d282e9482838745c65363ac2687cb4d84d6447d2", + "prepared_review_unit_hash": "694e892dcb305b3764d5b95f0aa14c19ac8430c8ef62ef8d5282998c25a041ef", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 40026, - "estimated_input_tokens": 10007, - "estimated_eval_tokens": 20270 + "soft_pair_count": 41, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose bundle of Transformers v5/model-specific regression issues, not a single tight duplicate set. A few pairs look like true duplicates or near-duplicates (tokenizer ID regression and ZeRO-3 initialization failures), but most are only broadly similar by symptom or subsystem.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45920 is the best representative issue: it is a broad, current v5 tokenizer regression affecting multiple model families, has inbound references, and reflects the most central repeated user-facing failure in this cluster.", + "summary": "Conservative reading: this cluster is mostly heterogeneous. The only clearly supported duplicate pair is 45812 \u2194 45920, both describing the same v5 AutoTokenizer wrong-token-ID regression. The 45399 \u2194 46661 pair is only a loose similarity and should not be treated as a duplicate family; their titles point to different code paths and bugs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest live report of the v5 AutoTokenizer wrong-token-ID regression, while 45812 is a narrower Granite-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster anchor because it is broad, active, and clearly describes a cross-model regression rather than a narrow one-off model bug.", + "best_issue_reason": "45920 is the best representative issue for the cluster because it is the broad umbrella report for the one confirmed duplicate family and remains open.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but for different models and different likely root causes." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version compatibility and USE_DISTRIBUTED=0 support are different regressions." + }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failure domains: vLLM model loading vs distributed runtime support." + "reason": "PaddleOCR-VL load failure and distributed-off support breakage are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 zero-size index-out-of-bounds failure during model init/load, just seen with different models." + "accept": false, + "reason": "Both are index errors under ZeRO-3, but on different models and flows." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different bugs: Gemma3 config attribute regression vs Qwen3 auto device-map CUDA assert." + "reason": "Gemma3 config attribute missing and Qwen3 auto device-map CUDA assert are different bugs." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated issues: float8 storage lookup vs distributed build/runtime support." + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED=0 support." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they describe different API/docs mismatches." + "reason": "Both are docs-ish, but they concern different APIs and regressions." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "AMD GPU GPT-OSS support and table QA crashes are unrelated." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Different code paths: Gemma4 device placement vs Qwen3.5 video chat-template mismatch." + "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated code paths." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Liger kernel cross-entropy behavior and Qwen video StopIteration are unrelated." + "reason": "Both are multimodal, but device mismatch and video token/feature mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model-processing and device-mapping bugs." + "reason": "Voxtral processor failure and Gemma4 device-mapping mismatch are different issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs stale RAG docs." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure vs documentation update." + "reason": "NemotronH loading and RAG docs drift are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 incompatibility are different regressions." + "reason": "Remote_code breakage and distributed-off support are separate problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer-ID regression family; 45920 is the broader multi-model manifestation of the same v5 behavior change." + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella and 45812 is a specific Granite example." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both involve loading checkpoints, but the model families and failure modes differ." + "reason": "Different model-loading failures with no evidence of the same root cause." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build behavior." + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model/runtime error vs documentation issue." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation issues are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but they are different models and different failure contexts." + "reason": "They both mention sliding_window, but the model/config bugs are different." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the reported failures are different (mask shape mismatch vs zero-sized tensor index)." + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 Bert init failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table QA crash are unrelated." + "reason": "Whisper load failure and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with no shared concrete bug." + "reason": "GLM-4.7-Flash test-loading issue and Ovis2 checkpoint corruption are different failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and pydantic config regression are different issues." + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic breakage are unrelated version regressions." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention compatibility, but one is ZeRO-3 init and the other is a torch/transformers version mismatch." + "reason": "ZeRO-3 Bert index error and torch/transformers compatibility are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different functional areas: tokenizer detokenization vs table QA pipeline crash." + "reason": "Different subsystems: detokenization versus table QA pipeline crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model runtime failure and PretrainedConfig/pydantic regression are unrelated." + "reason": "Whisper loading and config-field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "Unrelated model-specific runtime error and table QA crash." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Both are Qwen3.5-related, but one is a crash and the other is a streaming inference API failure." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen chat streaming and MPS MoE histogram errors are unrelated." + "reason": "Streaming chat/completions failure and MPS histogram op unsupported for int are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE-related errors, but not the same bug or code path." + "reason": "Grouped_mm tracing failure and MPS histogram type error are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are numerical/dispatch issues, but they are distinct failures on different models." + "reason": "Different models and different failures: tracing error versus autocast dtype mismatch." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config regression are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 missing sliding_window_pattern are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and compile/template-node error are different bugs." + "reason": "Processor failure and non-template-node compile error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied weights in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + "reason": "Weight tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Different errors: mask-shape mismatch vs ZeRO-3 zero-sized index error." + "reason": "Both are indexing errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Model loading in vLLM and GGUF gpt-oss support are different issues." + "reason": "PaddleOCR-VL/vLLM load failure and GGUF gpt-oss support are unrelated." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:45399", + "right": "issue:46661", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch do not share the same bug." + "reason": "Flash-attn fallback gating and remote-code config_class failures are different code paths and different bugs." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different config-field regressions, not the same underlying change." + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig field breakage are separate config regressions." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Similar error family, but the concrete failures and contexts are too different to treat as the same bug." + "reason": "Torch/transformers compatibility and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model issues are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Both mention MoE/GPT-OSS, but one is grouped_mm tracing and the other is tensor-parallel support." - }, - { - "left": "issue:43828", - "right": "issue:45464", - "accept": false, - "reason": "Autocast dtype mismatch and Qwen streaming API failure are different code paths." - }, - { - "left": "issue:43366", - "right": "issue:45464", - "accept": false, - "reason": "GGUF architecture support and Qwen streaming inference are unrelated." + "reason": "Int4 OOM and tied-weights translation-model issues do not share the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall and conservatively worded. The representative-issue choice is supported by the packet (broad v5 tokenizer regression with inbound references), and the two accepted soft pairs are plausible same-bug/near-duplicate matches based on the issue titles. No obvious overstatement of evidence." + "accept": false, + "feedback": "The canonical issue choice for 45920/45812 is well grounded, but the summary overstates the evidence by claiming a second true duplicate family around remote_code loading. In the packet, the only clearly supported duplicate pair is 45812 \u2194 45920; the 45399 \u2194 46661 pair is only soft-similarity and the titles point to different bugs. Because the cluster summary is not fully conservative, I can\u2019t accept it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -835,26 +934,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:36331", "issue:39186", - "issue:39692", "issue:40990", "issue:41093", - "issue:41762", "issue:42915", "issue:43054", + "issue:43366", "issue:43404", "issue:43531", "issue:43541", "issue:43596", - "issue:43644", "issue:43645", "issue:43716", "issue:43828", "issue:43873", - "issue:43950", "issue:43975", "issue:43994", "issue:44291", @@ -864,17 +959,18 @@ "issue:44492", "issue:44512", "issue:44530", - "issue:44534", "issue:44589", + "issue:44805", "issue:44863", "issue:44918", - "issue:44928", "issue:44960", "issue:45005", "issue:45020", "issue:45070", + "issue:45161", "issue:45183", "issue:45399", + "issue:45464", "issue:45507", "issue:45632", "issue:45698", @@ -884,23 +980,30 @@ "issue:46294", "issue:46463", "issue:46489", - "issue:46491" + "issue:46491", + "issue:46640", + "issue:46661" ], "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", + "issue:43541|issue:44589", "issue:43716|issue:46294", "issue:45020|issue:45800", - "issue:43541|issue:44589", - "issue:44479|issue:46294", "issue:41093|issue:43596", + "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:45759|issue:45902", + "issue:46640|issue:46661", "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:45632|issue:45698", + "issue:43645|issue:45399", "issue:43404|issue:45005", "issue:42915|issue:45399", "issue:44530|issue:45005", @@ -912,185 +1015,210 @@ "issue:44918|issue:45507", "issue:46489|issue:46491", "issue:43975|issue:44292", - "issue:44292|issue:45507", - "issue:43950|issue:44534", - "issue:39692|issue:43054", - "issue:43644|issue:43950", - "issue:36331|issue:41762", - "issue:43828|issue:44928" + "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "9138d0560ced7931c1190c1ef5bbea296782a27c74e6affbad3e12d313148f07", + "prepared_review_unit_hash": "2321f5619cd8bc71602f0f49633e4fa19f3e5afc307aeb9f5cadb9eeab92e2b0", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37037, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose thematic bucket, not a single duplicate cluster: most items are unrelated Transformers regressions across different models/code paths. The only clear duplicate-like subcluster is the v5 non-persistent-buffer corruption regression; a couple of validation-error issues also overlap closely.", - "confidence": 0.74, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. A few pairs share broad themes (validation, tokenizer regressions, remote-code/custom-module loading), but none are clearly the same underlying bug with enough specificity to merge as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45183 is the strongest umbrella-style issue in the set: it targets a concrete validation-path bug, is phrased broadly enough to cover related model-specific reports, and is more reusable as a triage anchor than the narrow, model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest duplicate center in the set: it matches the non-persistent-buffer regression subcluster and is more specific than the broader v5 buffer-junk report, though the overall cluster is too heterogeneous for a true global canonical.", + "best_issue_reason": "issue:45183 best fits global issue triage because it describes a clear framework-level bug affecting multiple models, making it the most likely duplicate target for related validation complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45070", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Both are v5 regressions, but one is an unexpected _is_hf_initialized/init_empty_weights argument error and the other is a pydantic PretrainedConfig field issue; different code paths and fixes." + "reason": "Both mention indexing/shape failures, but one is a mask-vs-tensor mismatch and the other is about Qwen3.5 embedding unpacking with TRL; different code paths and symptoms." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:43541", + "right": "issue:45161", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig handling are unrelated bugs." + "reason": "Both involve MoE/GPT-OSS/Mixtral-style models, but one is a torch-dynamo grouped_mm tracing crash and the other is a tensor-parallel-only failure; not the same bug." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:43828", + "right": "issue:45464", "accept": false, - "reason": "Both involve multimodal models, but one is an image-preprocessor dtype mismatch and the other is a video feature/token mismatch in chat templating; not the same bug." + "reason": "dtype mismatch under autocast is unrelated to a streaming chat/completions failure on Qwen3.5." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is a model-format support request, not the same issue as Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized constructor breakage; the other is a pydantic PretrainedConfig-field regression. Different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Both mention recent versions, but one is remote_code/custom model breakage and the other is a torch/transformers compatibility issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a pydantic model-field regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different failures: grouped_mm tracing error versus missing Float8 storage object." + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage are different runtime errors with different causes." }, { - "left": "issue:44479", + "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are video-related Qwen regressions, but the reported mismatches differ: a broad v5.3.0 video-input regression versus a specific apply_chat_template feature/token mismatch." + "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a video-token/template mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code model breakage and torch/transformers incompatibility are too broad and not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors, but one is a mask-length mismatch and the other is an out-of-bounds access during ZeRO-3 loading." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3 zero-sized-index failure." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "A video-input regression across several Qwen VL models is not the same as a video-feature/video-token mismatch in a specific Qwen3.5 model." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is embedding quality degradation and the other is nonsense outputs in AutoModel/pipeline; not clearly the same underlying bug." + "reason": "Siglip2 text-embedding degradation and a Siglip2 pipeline/AutoModel nonsensical-output report are related at the model family level, but not clearly the same defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about unwrapping text_config for composite multimodal configs; the other is uninitialized memory in Qwen3.5MoeTextRotaryEmbedding. Distinct paths." + "reason": "One is about AutoModel.from_config on composite multimodal configs; the other is an uninitialized-memory bug in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:46640", + "right": "issue:46661", "accept": false, - "reason": "Different problems: FSDP weight dimensionality versus TRL SFT unpacking failure." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training issues: image-preprocessor dtype mismatch versus SFT trainer embedding unpacking." + "reason": "FSDP weight-rank error and Qwen3.5 embedding unpacking are different subsystems and different bugs." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:43716", + "right": "issue:44918", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn2 fallback blocking are unrelated." + "reason": "Image-preprocessor dtype mismatch is not the same as TRL SFT embedding unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Completely different model/perplexity complaint versus a GLM5 issue." + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern custom/remote code loading, but one is a cache-path collision and the other is loading the wrong custom module after save/load; not the same concrete bug." + "reason": "Both concern custom-code loading/caching, but one is a leaf-directory cache collision and the other is loading the wrong module after save_pretrained; similar area, different bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they affect different model families and likely different implementation defects." + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are about different model families and different tied-weight behavior." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are unrelated." + "reason": "Qwen3Moe FP8 config failure and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash and tied-weights translation-model issues are different code paths." + "reason": "PagedAttentionCache group-type crash and tied-weights issues do not share the same code-path problem." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights translation-model bugs are unrelated." + "reason": "Offloading with quantization and tied weights in v5 are distinct concerns." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer implementation note and a documentation typo are not duplicate bugs." + "reason": "A DSA indexer discussion and a docs typo about cache strategies are not the same change or bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights regressions." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "These look like the same validation/error-message bug class: both concern incorrect input validation messaging around decoder/input_ids/inputs_embeds, with 46463 appearing to be a T5-specific instance." + "accept": false, + "reason": "Both involve input-validation messaging, but the T5 decoder-specific report is not clearly the same underlying bug as the broader XOR validation issue." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo versus removed run-command docs; unrelated." + "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking and a GraniteMoEHybrid invalid method call are different bugs." + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms; not enough evidence of one shared bug." + "reason": "Both are tokenizer regressions, but they affect different model families and describe different round-trip/output failures." }, { "left": "issue:43975", @@ -1102,53 +1230,14 @@ "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared code path indicated." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical v5 regression about non-persistent buffers being corrupted/fill-junk during loading; same underlying bug." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality complaints are related only by model family, not the same concrete bug." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Both are dtype-related, but one is an autocast mismatch and the other is a Qwen3.5 RLHF gradient-explosion/SDPA fallback issue." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer regression: 43644 describes the broader v5 buffer-junk behavior and 43950 reports the same corruption from from_pretrained." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Trainer compute_loss keyword regression and Gemma3 ZeRO-3 loading out-of-bounds are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Repeated pair is still not a duplicate: autocast dtype mismatch versus RLHF/position_ids-induced SDPA fallback and BF16 collapse." + "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it correctly treats the set as heterogeneous, identifies the non-persistent-buffer regression as the clearest duplicate subcluster, and keeps the validation-error overlap cautious. The individual soft-edge verdicts also read conservative overall, with no obvious overstatement of evidence." - }, - "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 }, @@ -1163,11 +1252,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:24643", "issue:28530", + "issue:36331", "issue:38175", + "issue:39692", "issue:41553", "issue:41762", "issue:42491", @@ -1176,7 +1267,7 @@ "issue:43054", "issue:43493", "issue:43643", - "issue:43742", + "issue:43644", "issue:43782", "issue:43824", "issue:43828", @@ -1192,29 +1283,32 @@ "issue:44403", "issue:44451", "issue:44488", + "issue:44534", "issue:44589", "issue:44661", "issue:44910", + "issue:44928", "issue:44960", "issue:44991", "issue:45020", "issue:45081", - "issue:45356", "issue:45399", - "issue:45488", "issue:45520", "issue:45663", "issue:45685", "issue:45701", - "issue:45715", "issue:45823", "issue:45859", "issue:45902", "issue:45920", - "issue:46315", "issue:46489" ], "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", "issue:43872|issue:44589", "issue:45920|issue:46489", "issue:43054|issue:45701", @@ -1228,262 +1322,264 @@ "issue:45663|issue:45902", "issue:41553|issue:43881", "issue:44403|issue:44451", - "issue:24643|issue:28530", "issue:43975|issue:45520", + "issue:24643|issue:28530", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:45685|issue:45823", "issue:44991|issue:45399", "issue:43824|issue:43872", + "issue:45685|issue:45823", "issue:43782|issue:44960", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:45081|issue:45399", "issue:43828|issue:45823", - "issue:42491|issue:44368", - "issue:43742|issue:45399", - "issue:45020|issue:45356", - "issue:45715|issue:46315", - "issue:45488|issue:46489" + "issue:42491|issue:44368" ], - "prepared_review_unit_hash": "4562813f2264546969559110f00170ea2745261571206639e41c6e963686c414", + "prepared_review_unit_hash": "9eebf8ad35bf2e7c30365aeb232de5ffe9679c4028f0c952739a6c49d6ca7978", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37915, - "estimated_input_tokens": 9479, - "estimated_eval_tokens": 19214 + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of Transformers v5 regressions, with the strongest duplicate signal in tokenizer/output-id issues and a smaller SigLIP2 discrepancy pair. The rest are largely model-specific loading, memory, or device-placement bugs.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45920 is the best umbrella report: it captures a broad v5 tokenizer regression affecting multiple model families, which matches the highest-similarity duplicate candidates better than the narrower, model-specific failures.", + "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions across loading, tokenization, precision, and model-specific behavior. The only clear duplicate-like pair from titles alone is the non-persistent-buffer corruption report: issue:43950 and issue:44534 are very similar and likely refer to the same regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it gives the most concrete description of the non-persistent-buffer corruption regression, and issue:44534 is a very close textual match. Based on the available metadata, this is a likely duplicate pair rather than something that can be proven exactly identical.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the most representative high-level issue in the set: broad scope, clear regression framing, and it aligns with the main duplicate cluster around tokenizer correctness.", + "best_issue_reason": "issue:43950 is the strongest representative issue overall: it names a specific v5 regression, has clear problem framing, and is the closest match to another report in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "The titles are nearly the same and point to the same concrete regression: v5 corrupting/filling non-persistent buffers. This is a likely duplicate pair." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is about a broken documentation example and the other is about poor text embeddings. Related area, different bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "One concerns missing fields from AutoConfig with trust_remote_code; the other concerns non-persistent buffer corruption. Same general release area, not the same issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "These are different failure modes and code paths: a custom compute_loss signature error versus a DeepSpeed ZeRO-3 model loading failure." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to the Qwen3.5 flash-attention crash caused by 3D position_ids handling." + }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes `Int8Params` init vs a missing float8 storage type. Not the same bug path." + "reason": "bitsandbytes Int8Params argument mismatch is a different problem from the Float8 storage lookup error." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Same underlying v5 tokenizer regression family; 46489 is a specific DeepSeek-Coder manifestation of broader wrong-token-id behavior." + "accept": false, + "reason": "Both are tokenizer regressions, but one is broad and multi-model while the other is a specific DeepSeek-Coder v1 output bug. Not enough to merge as duplicates." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer/model quality complaints, but they point to different symptoms and likely different root causes." + "reason": "These both involve tokenization-related behavior changes, but the reported symptoms and scope are different enough that they should stay separate." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "One is checkpoint corruption, the other is logging/noise on load; not the same underlying issue." + "reason": "Checkpoint corruption and generic loading noise are not the same bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve loading/materialization, but one is a general buffer-regression report and the other is a specific Qwen3 MoE uninitialized-memory bug." + "reason": "Both mention non-persistent or materialized state, but 45902 is specifically about uninitialized reads in Qwen3_5MoeTextRotaryEmbedding after to_empty(cuda), which is a different concrete issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the symptoms differ enough that they do not clearly reduce to one bug." + "reason": "Unexpected zero probabilities and degraded text embeddings are different SigLIP2 behavior reports." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated failures: bad AutoTokenizer error message vs a missing model attribute during load." + "reason": "Bad AutoTokenizer loading for Voxtral and a missing all_tied_weights_keys attribute on Molmo are separate model-specific bugs." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: FlashAttention packed-sequence handling vs CPU-offload compatibility in rotary embedding." + "reason": "The flash-attention crash from 3D position_ids and the CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different failure modes." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization reserved-memory growth." + "reason": "LoRA gradient checkpointing ineffectiveness and increased CUDA reserved memory under int4 quantization are distinct problems." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy versus expected behavior/reference outputs." + "accept": false, + "reason": "Both are SigLIP2-related, but one is about worse text embeddings and the other is an HF-vs-JAX implementation discrepancy. Related, not the same bug." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model-specific training/load bugs with distinct failure modes and fixes." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized-memory reads are different code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure surfaces; no clear shared root cause." + "reason": "Voxtral tokenizer loading and glm-4v-9b loading failure are unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not duplicates." + "reason": "Generic loading noise and failure to load a specific model are not the same underlying issue." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and early-stopping metric handling are unrelated." + "reason": "Incorrect detokenization for DeepSeek-Coder v1 and a Python 3.13 flash_attn import error are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Tokenizer detokenization bug vs Python 3.13 flash-attn import key error; separate issues." + "reason": "DeepSpeed training shape error and early stopping metric handling are different issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but one is log noise and the other is a concrete model load failure." + "reason": "Generic transformer loading noise and a specific tokenizer load failure do not look like the same bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both touch training memory, but the triggers and mechanics are different." + "reason": "These are both memory/training-related, but one is about gradient checkpointing with LoRA and the other is about Qwen3 MoE memory usage. Too broad to merge." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related remote_code area, but one is missing fields in AutoConfig return values and the other is a broad breakage report." + "reason": "AutoConfig missing fields with trust_remote_code and broad remote_code breakage are related themes, but not the same concrete regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Distinct failures: DeepSpeed ZeRO-3 index error vs FineGrainedFP8Config incompatibility." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "Different device/runtime issues in different model code paths." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different model-specific problems." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback logic; unrelated." + "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing class and bitsandbytes parameter construction are unrelated." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and bitsandbytes Int8Params incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "An MPS histogram op limitation in MoE and a Gemma4 device mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-loading bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Generic model load failure vs missing `all_tied_weights_keys`; not the same bug." + "reason": "glm-4v-9b loading failure and a missing all_tied_weights_keys attribute on Molmo are not the same issue." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code breakage and Gemma4 PLE device mismatch are separate issues." + "reason": "Broad remote_code regressions and Gemma4 PLE device mismatch are too different to treat as duplicates." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping bug vs remote_code loading regression; different code paths." + "reason": "Tokenizer mapping-name failure and a general remote_code regression are separate problems." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash vs flash-attn fallback gating; unrelated." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are different runtime errors." + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different failure modes." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 MoE/LoRA, but one is a cross-version incompatibility and the other is a tied-embeddings warning." - }, - { - "left": "issue:43742", - "right": "issue:45399", - "accept": false, - "reason": "Model-specific load error vs flash-attn fallback gating; not duplicates." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Broad remote_code breakage vs a specific Kimi tokenizer regression; not the same underlying bug." - }, - { - "left": "issue:45715", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer performance regressions, but in different functions and with different bottlenecks." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but they describe different mechanisms and model families, so they are not clearly the same bug." + "reason": "LoRA model incompatibility across versions and a tie_word_embeddings warning are not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The classification is grounded in the packet overall, and the soft-edge calls are mostly conservative. The tokenizer-regression cluster and the SigLIP2 pair are the only accepted matches, and both are reasonably supported by the issue titles. The non-matches are phrased cautiously and do not overclaim shared root cause." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the writeup overstates the evidence in a few places. In particular, the packet only gives titles/body lengths, so claims like \"strongest root-cause framing,\" \"same underlying bug,\" and \"near-exact duplicate\" are stronger than the available evidence supports. The 43950/44534 pair looks highly similar, but the reasoning should be phrased more conservatively (e.g. \"likely duplicate\" or \"very similar regression\") unless you can cite body text or explicit links." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1499,7 +1595,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:24643", "issue:30064", @@ -1514,17 +1610,13 @@ "issue:43531", "issue:43596", "issue:43638", - "issue:43716", "issue:43792", - "issue:43824", "issue:43827", "issue:43828", "issue:43854", "issue:43872", "issue:43940", "issue:43950", - "issue:43957", - "issue:44155", "issue:44220", "issue:44291", "issue:44479", @@ -1532,34 +1624,42 @@ "issue:44509", "issue:44530", "issue:44560", - "issue:44589", "issue:44805", "issue:44863", "issue:44928", "issue:44991", + "issue:45020", "issue:45305", "issue:45313", "issue:45325", - "issue:45584", + "issue:45356", + "issue:45488", "issue:45588", - "issue:45663", - "issue:45823", - "issue:45834", + "issue:45715", + "issue:45759", "issue:45902", "issue:45923", + "issue:46315", "issue:46402", - "issue:46515" + "issue:46489", + "issue:46515", + "issue:46661" ], "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:43404|issue:43950", + "issue:45759|issue:46661", "issue:43872|issue:44291", "issue:42915|issue:43872", + "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", - "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:41553|issue:44991", + "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", @@ -1569,226 +1669,214 @@ "issue:24643|issue:30064", "issue:44863|issue:46402", "issue:44530|issue:44863", - "issue:43596|issue:46515", "issue:43366|issue:43828", + "issue:43596|issue:46515", "issue:45325|issue:45902", - "issue:43638|issue:46515", "issue:43366|issue:43531", - "issue:45663|issue:45823", - "issue:43716|issue:44560", - "issue:44155|issue:45584", - "issue:43366|issue:44589", - "issue:43950|issue:45834", - "issue:43824|issue:43957" + "issue:43638|issue:46515" ], - "prepared_review_unit_hash": "955c4ede3c5eb8b291dab1dbc7898b174bd2e80a7dd82ae65d2116afbfaad734", + "prepared_review_unit_hash": "c50d08d4c9bf3d5692788e3881927573c37770c79a3262d7b68bb300f671edd9", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-loading, training, or docs regressions. Only two soft pairs look like true duplicates: the v5 pipeline-removal docs reports, and the `_is_hf_initialized` / `init_empty_weights` TypeError reports.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue for the whole set; the duplicate-looking threads split into separate topics. If forced to pick a representative bug report, 44291 is the clearest root-cause issue for the `_is_hf_initialized` regression, while 44509 is the clearer docs canonical for the pipeline-removal wording.", + "summary": "This cluster is mostly heterogeneous, but it does contain a few clear duplicate subgroups: removed pipeline docs, mask-shape mismatch reports, the `_is_hf_initialized` / empty-weights loading incompatibility, Qwen3-family ZeRO-3 weight-loading failures, and a Qwen video regression in 5.3.0. The remaining pairs look only superficially similar or share a broad subsystem, not the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "No single issue cleanly represents the cluster; it splits into several unrelated duplicate subgroups.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the strongest issue overall: it states the concrete failure mode, version boundary, and likely root cause more precisely than the other reports.", + "best_issue_reason": "No global best issue: the items are not one coherent bug cluster, so a single representative issue would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version-related tokenizer/model regressions, but they describe different failures and model-specific causes." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API area, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different regressions." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenization, but the affected model families and failure modes are different enough to keep separate." + }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs problem: both report v5 docs still referencing removed pipeline tasks, with overlapping task lists and the same fix surface." + "reason": "Both report the same v5 docs regression: summarization/translation pipeline tasks still referenced after removal." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bugs: one is a tied-weight issue in Mistral3 image-text generation, the other is a non-persistent buffer corruption regression in `from_pretrained()`." + "reason": "Different problems: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch model construction, but one is from_config text_config unwrapping and the other is a remote-code config_class attribute error." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying regression around unexpected `_is_hf_initialized` during model init/loading; 44291 is the broader root-cause report." + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading / empty-weights construction." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both mention loading/FP8 or `_is_hf_initialized`-adjacent failures, but they are not the same concrete code-path or fix." + "reason": "Different quantization/loading issues: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params kwarg incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the concrete bugs are different (remote_code breakage vs missing config_class)." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio-related, but one is a Whisper model runtime failure and the other is a specific fbank extraction issue; not enough evidence they are the same bug." + "reason": "The Whisper model load failure is too generic to prove it is the same bug as the specific fbank-feature helper issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight loading and the other is gradient averaging with GAS; different failures and fixes." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Both are TypeErrors/IndexErrors in training, but the reported failures and contexts are different (`compute_loss` signature vs mask/tensor shape mismatch)." + "reason": "Both are DeepSpeed-related, but one is weight conversion/loading and the other is gradient averaging with GAS." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is about PEFT LoRA effectiveness and the other is a missing model flag on a trust-remote-code variant." + "reason": "Gradient checkpointing not working with LoRA is a different issue from a missing supports_gradient_checkpointing flag." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are loader failures, but one is a tokenizer-import error for Voxtral and the other is a tokenizer loading regression for a specific model; different symptoms/code paths." + "reason": "Both are tokenizer-loading failures, but on different models and with different causes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated errors." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are Qwen/DeepSpeed load failures, but one is Qwen3-Next ZeRO-3 missing weights globally and the other is Qwen3.5 `language_model` weight loading; not the same bug." + "accept": true, + "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters, likely the same code-path bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and failures: GLM-4.7 unit-test loading versus NemotronH checkpoint compatibility." + "reason": "Different model-loading failures for unrelated model families." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different runtime paths: RLHF gradient explosion in Qwen3.5 versus a flash-attention integration crash on `s_aux=None`." + "reason": "One is a NaN training regression from position_ids/SDPA behavior; the other is an AttributeError in flash_attention handling." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The error text is similar, but there is no evidence these are the same underlying masking bug or same model/code path." + "accept": true, + "reason": "Same mask/index shape mismatch error, with the second issue appearing to be the same bug reported with different sizes." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen regressions, but they involve different model families and different failure modes (`video input regression` vs `StopIteration`)." + "accept": true, + "reason": "Both are 5.3.0 Qwen video-input regressions hitting the same video-processing path." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model loading issues, but one is about AutoTokenizer/Voxtral and the other is a specific tokenizer that no longer loads." + "reason": "Both concern tokenizer/model loading, but they are different models and the Voxtral error-message issue is not the same bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different problems: DeepSpeed training `weight must be 2-D` versus image processor handling of void segmentation maps." + "reason": "Training with DeepSpeed and void segmentation-map preprocessing are unrelated." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different checkpoint-loading bugs for different architectures (NemotronH vs Sam3Model text encoder weights)." + "reason": "Different model-loading failures for NemotronH and Sam3Model." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different regressions: PagedAttentionCache crashes on Qwen3.5 linear_attention versus NemotronH checkpoint loading." - }, - { - "left": "issue:43596", - "right": "issue:46515", - "accept": false, - "reason": "One is a DeepSpeed ZeRO-3/BertModel index error; the other is a broad torch version incompatibility report." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different features and failures: GGUF/gpt-oss support versus a dtype mismatch under `torch.autocast` for Phi-tiny-MoE." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Different Qwen rotary-embedding issues: one is a rope-index scaling bug, the other is uninitialized memory after `meta -> to_empty(cuda)` materialization." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." }, { - "left": "issue:43638", + "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Both mention loading/training with PyTorch/DeepSpeed, but the specific failures are different and too broad to merge." - }, - { - "left": "issue:43366", - "right": "issue:43531", - "accept": false, - "reason": "Unrelated Qwen/GGUF support issue versus a sliding_window behavior bug in Qwen3-MoE." + "reason": "DeepSpeed ZeRO-3 init failure with BertModel is unrelated to torch 2.4.1 incompatibility." }, { - "left": "issue:45663", - "right": "issue:45823", - "accept": false, - "reason": "Different Gemma4 problems: FSDP2 shared_kv_states rebuild bug versus PLE device mismatch under `device_map=\"auto\"`." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Both involve multimodal/video handling, but one is an image-preprocessor dtype mismatch and the other is a Qwen3-vl-embedding video `StopIteration`." - }, - { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Different audio bugs: batched inference embedding/token leak versus empty transcription generation after `align_special_tokens`." + "reason": "Both involve rotary/position handling, but they affect different models and different bugs." }, { "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Different compatibility issues: GGUF gpt-oss support versus missing Float8 storage type." - }, - { - "left": "issue:43950", - "right": "issue:45834", + "right": "issue:43531", "accept": false, - "reason": "Different bugs: silent corruption of non-persistent buffers versus Kosmos2.5 OCR long-input index error." + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different problems." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Different loading failures: missing Qwen2.5-VL import versus `torch.device(\"meta\")` breaking some models during load." + "reason": "Non-pretrained Bert ZeRO-3 init failure is unrelated to the torch version incompatibility report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet and the soft-edge verdicts stay conservative. The two accepted pairs are well-supported by the issue titles/body themes: the v5 pipeline-docs reports (43827/44509) and the `_is_hf_initialized` init/load regression reports (43872/44291). The rest of the pairs are rejected with appropriately narrow reasons, and the summary does not overclaim broader duplication across unrelated loader/training/model-specific issues." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are supported by close title-level alignment, especially the exact/near-exact duplicates around the docs regression, mask-shape mismatch, and `_is_hf_initialized` loading issue. The cluster-level conclusion that this set is heterogeneous with a few duplicate subgroups is reasonable." }, "evaluator_used": true, "retried": false, @@ -1807,7 +1895,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36010", "issue:38175", @@ -1825,13 +1913,18 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "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:44683", "issue:44756", @@ -1839,31 +1932,32 @@ "issue:44877", "issue:44910", "issue:44918", - "issue:44960", - "issue:44977", - "issue:44991", "issue:45030", "issue:45276", - "issue:45313", - "issue:45357", - "issue:45507", + "issue:45584", + "issue:45663", "issue:45685", "issue:45812", "issue:45823", "issue:45834", "issue:46459", - "issue:46468", "issue:46489", "issue:46512", "issue:46515" ], "soft_pairs": [ - "issue:44560|issue:45685", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:44683|issue:46515", + "issue:44560|issue:45685", "issue:43645|issue:43646", - "issue:44560|issue:44918", "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:45812|issue:46489", @@ -1871,8 +1965,8 @@ "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", - "issue:43632|issue:45834", "issue:44877|issue:45030", + "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", @@ -1884,239 +1978,240 @@ "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:44451|issue:44488", - "issue:46459|issue:46512", - "issue:44960|issue:44977", - "issue:45313|issue:45357", - "issue:45507|issue:46468", - "issue:44488|issue:44991", - "issue:43644|issue:43645" + "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "34831cdcd619ffd54039c791dd7540d5c68b477270fab69da4c24c012e730069", + "prepared_review_unit_hash": "4bdc9b81ee6cde5140d5c82f9e8414f050c87431a3f2de9745aa233df6a73813", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36461, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "soft_pair_count": 33, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers regression reports; only a few pairs are true duplicates. The clearest duplicate theme is the Transformers v5 non-persistent-buffer regression, with a smaller duplicate pair around SigLIP2 inference output and another around custom-model initialization.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the best cluster anchor: it states the broad v5 regression clearly, and it has an exact duplicate in issue:44534 with the same symptom phrasing.", + "summary": "Mostly a loose set of unrelated Transformers issues with a few true near-duplicates. The strongest duplicate pairs are the v5 custom-model init breakage, the non-persistent-buffer corruption regression, and the SigLIP2 bad-output reports; the rest are too model-/path-specific to merge.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43644 is the clearest broad report of the v5 non-persistent-buffer corruption regression and is the best duplicate target among the accepted issue pairs; 44534 is essentially the same bug with a later wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the most representative issue because it is concise, symptom-focused, and broad enough to cover the matching duplicate report while still pointing to a concrete regression.", + "best_issue_reason": "43644 is the most generally reusable issue in this set: it describes a concrete, cross-model v5 regression with a clear failure mode and is broad enough to absorb the duplicate report in 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same broad Gemma4 area, but one is an FSDP2 KeyError in attention and the other is a device_map mismatch in PLE; different code paths and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: image preprocessor/model dtype mismatch versus a Qwen3-VL video StopIteration error." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but they affect different models and failure modes; no clear shared underlying code-path." + }, + { + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different models and different failure modes: Qwen3-VL video StopIteration vs an MPS int histogram backend error." + "reason": "Unrelated functionality: GGUF gpt-oss support versus a Float8 storage deserialization/type error." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading-related, but one is a non-persistent buffer corruption regression and the other is a long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export of a specific Qwen2.5 VL class is a different issue from meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both involve model loading/runtime errors, but the concrete bugs differ: FineGrainedFP8Config on Qwen3MoE vs meta-device loading failures on other models." + "reason": "Different root causes: Qwen3-MoE FP8 config failure versus meta-device loading breakage." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Same broad area (torch compatibility) but different versions and likely unrelated incompatibilities; not the same code-path bug." + "reason": "Separate bugs in different subsystems/models; only a superficial similarity around MPS/runtime errors." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; the Jupyter-notebook detail is just a usage context, not a different bug." + "reason": "These read like the same Transformers v5 custom-model initialization regression, with 43645 being the notebook-specific presentation of the broader 43646 report." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Different Qwen3-related issues: video embedding StopIteration vs unpacking input embeddings with TRL SFT trainer." + "reason": "Different attention/compile failures on different models; no evidence they share the same concrete bug." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch version compatibility, but they concern different breakages and different torch releases." + }, + { + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Both are attention/compile failures, but they affect different models and failure mechanisms, so they are not the same underlying bug." + "reason": "Different Qwen3-VL embedding/video issues; one is a StopIteration on video input, the other is an SFT trainer unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated problems: a script execution failure vs GGUF support for a model architecture." + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Qwen3MoE FP8 loading/runtime issue." + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated bugs." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and different concrete failure modes; too broad to merge." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mismatch during forward is not the same as a torch-version incompatibility report." + "reason": "Gemma4 PLE device mismatch is not the same as a general torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "A tokenizer-mapping edge case and a Gemma4 device placement bug are different code paths and symptoms." + "reason": "Tokenizer-mapping failure versus Gemma4 PLE device mismatch; different subsystems." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different classes of error: video StopIteration vs mask/tensor shape mismatch." + "reason": "Different runtime errors and different bug surfaces; no shared underlying change." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model family and same symptom class: SigLIP2 produces invalid/zero-ish outputs through normal loading paths." + "reason": "Both target SigLIP2 base model bad outputs on the same checkpoint family; 43994 is the broader repro of the earlier zero-probability complaint." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to the Kosmos2.5 long-ocr index error." + "reason": "Config validation regressions, but for different model families and likely different validation rules." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Both mention config validation, but they target different models and are not clearly the same specific validation bug." + "reason": "_is_hf_initialized behavior under v5 is unrelated to a long-input OCR index error." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert initialization is unrelated to the add-new-model-like tokenizer mapping bug." + "reason": "Both involve initialization or mapping, but one is DeepSpeed zero3/BertModel indexing and the other is add-new-model-like tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "These are different failures: zero-size tensor indexing under ZeRO-3 vs tokenizer mapping-name handling." + "reason": "Different failures: zero3/BertModel index error versus tokenizer mapping limitation." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared concrete bug: tokenizer-mapping behavior vs a mask/index shape mismatch." + "reason": "Tokenizer mapping constraint and mask/tensor shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different issue types: device_map offload loading failure vs Strix Halo mmap/OOM behavior." + "reason": "Device-map offload loading bug versus mmap OOM on Strix Halo; different fixes." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is inference output corruption and the other is documentation/example errors plus quantization failure." + "reason": "Same model family, but the second issue is a docs example with model/processor mismatch and quantization failure, not the same output-correction bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3MoE LoRA compatibility across branches is unrelated to BitNet packed-weight loading during accelerate." + "reason": "Different model stacks and different accelerated-loading failures; too far apart to merge." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact duplicate regression: both say Transformers v5 fills non-persistent buffers with junk." + "reason": "Same underlying v5 regression: non-persistent buffers are being filled/corrupted with junk during load." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure points: auto device mapping CUDA assert vs FineGrainedFP8Config failure." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3-MoE FP8 failure are different problems." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "FP8 config failure is unrelated to mmap-related OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe branch compatibility is unrelated to Gemma4 embedding resizing behavior." + "reason": "LoRA qwen3_moe incompatibility on hf5.x and Gemma4 token-embedding resize behavior are distinct bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models; not enough evidence of the same root cause." + "reason": "Both are model-loading complaints, but the evidence points to different models and not the same concrete regression." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is ignored dtype on checkpoint loading while the other is stale config metadata after from_config." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "One is ZeRO-3 load failure for language_model; the other is incorrect save_pretrained keys for the visual encoder." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and an official Nemotron example being broken are different problems." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/load regressions, but they affect different model families and are not clearly the same defect." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Different bugs: buffer initialization corruption vs custom-model initialization in notebooks." + "reason": "One is a dtype-loading regression for multimodal checkpoints, the other is stale config.dtype after from_config; related theme but different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are plausible from the titles alone, especially the exact Transformers v5 buffer regression, and the rejected pairs generally avoid overclaiming beyond the available evidence." + "feedback": "The analysis is grounded in the packet and stays appropriately conservative on the soft-edge pairs. The accepted duplicates (43645/43646, 38175/43994, 43644/44534) are plausible from the titles, and the rejected pairs are mostly justified by different models, subsystems, or failure modes. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -2135,7 +2230,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36010", "issue:39404", @@ -2144,11 +2239,11 @@ "issue:42491", "issue:42947", "issue:43257", - "issue:43335", - "issue:43381", "issue:43404", "issue:43425", "issue:43454", + "issue:43644", + "issue:43645", "issue:43708", "issue:43854", "issue:43856", @@ -2160,36 +2255,41 @@ "issue:44155", "issue:44164", "issue:44291", - "issue:44292", "issue:44387", "issue:44402", "issue:44488", "issue:44756", - "issue:44863", "issue:44910", - "issue:44912", "issue:44960", + "issue:44977", + "issue:44991", "issue:45276", "issue:45292", + "issue:45313", "issue:45335", + "issue:45357", "issue:45362", "issue:45406", "issue:45488", + "issue:45507", "issue:45588", "issue:45663", - "issue:45685", "issue:45704", "issue:45759", "issue:45812", - "issue:45823", "issue:45859", "issue:46050", "issue:46468" ], "soft_pairs": [ - "issue:43708|issue:44075", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", "issue:43856|issue:43873", + "issue:43644|issue:43645", "issue:39692|issue:43994", + "issue:43708|issue:44075", "issue:43856|issue:44387", "issue:43854|issue:43931", "issue:43257|issue:43854", @@ -2201,265 +2301,239 @@ "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:44910|issue:45588", - "issue:43425|issue:43957", "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:41720|issue:44155", - "issue:42947|issue:45704", "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", "issue:45663|issue:45859", - "issue:44387|issue:44756", - "issue:44292|issue:44912", - "issue:44155|issue:45823", - "issue:43957|issue:44756", - "issue:43335|issue:45663", - "issue:42947|issue:43381", - "issue:44863|issue:46468", - "issue:45276|issue:45292", - "issue:45685|issue:46468" + "issue:44387|issue:44756" ], - "prepared_review_unit_hash": "f374a6146243205267ff2a80f406ca7dd74eceb9f8dec4e3f8b4632e7ddd0fda", + "prepared_review_unit_hash": "c98c98c88f710e6af00fdd7db2a166209c02015861297c104e4ff4591173672a", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37951, - "estimated_input_tokens": 9488, - "estimated_eval_tokens": 19232 + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not duplicate-heavy. The only clear duplicate pair is the token-embedding resize regression; most other soft links are same-symptom but different code paths or model families.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45276 is the most complete description of the resize_token_embeddings propagation bug, covering both output_embeddings and Gemma4\u2019s per-layer embeddings; issue:45292 is a narrower restatement of the same failure mode.", + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, quantization, tokenizer, and training regressions. Only the Gemma4/T5Gemma resize_token_embeddings reports look like the same underlying bug family; the rest share broad subsystems but not the same concrete failure.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45276 is the strongest representative of the only plausible duplicate subcluster: it clearly describes a resize_token_embeddings propagation bug across model-specific embedding/output heads and is more detailed than the nearby T5Gemma report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest global representative because it describes the underlying resize propagation bug most fully and concretely.", + "best_issue_reason": "issue:45276 is the best global representative because it is the clearest, most detailed report in the only likely duplicate pair; the rest of the cluster is too mixed to justify a broader canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation failures, but GLM5 and Qwen3.5 flash-attn problems are different code paths and symptoms." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is ZeRO-3 loading and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and failures; no shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: checkpoint resume step accounting vs optimizer SGD args being ignored." + "reason": "Both are tokenizer/model-loading regressions, but for different models and different failure modes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are Qwen3/quantization-related, but one is memory inefficiency in training and the other is offloading behavior; not the same bug." + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is custom model initialization in notebooks." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example mismatch plus quantization failure and the other is a runtime wrong-results report; not clearly the same code path." + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is bad inference results; different issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD optimizer args being ignored are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is MoE training inefficiency and the other is int4 reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is MoE training and the other is int4 quantization reserved-memory/OOM behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load failures." + "reason": "Different models and different load-time failures; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading issues, but they involve different models and different failure mechanisms." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the GLM-4.7 unit-test loading issue." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Both touch model shape/resize behavior, but LoRA hf4.x/hf5.x incompatibility is not the same as resize_token_embeddings propagation." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "No shared underlying bug; one is LoRA version compatibility, the other is a model shape-mismatch load error." + "reason": "Different root causes: LoRA compatibility vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and different save/load quantization regressions." + "reason": "GLM5 loading is unrelated to sinq quantized save/load corruption." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the mechanisms differ: ByteLevel vs Metaspace override and different affected model families." + "reason": "Both are tokenizer regressions, but one is ByteLevel/Metaspace override and the other is wrong token IDs for Granite models." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Unrelated failures: chat crash for Qwen3.5 versus Gemma4 processor missing _tokenizer." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate model/framework bugs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both concern loading/saving, but one is extra_state handling and the other is init_empty_weights argument compatibility." + "reason": "Both affect loading/saving, but extra_state handling and init_empty_weights _is_hf_initialized are distinct issues." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar symptom, but different affected model families and embedding targets; not enough evidence of one shared bug." + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug across composite model embeddings/output heads; titles and symptoms align closely." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes with different root causes." + "reason": "Both mention flash_attention, but one is a Qwen3.5 position_ids crash and the other is an s_aux=None AttributeError in a different integration path." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token placement bug, the other is a model loading failure; not the same defect." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "A torch-version compatibility issue is not the same as a meta-device model-loading bug." + "reason": "Torch version incompatibility and meta-device loading regressions are unrelated." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both involve tokenizer/model loading, but the titles indicate different models and no clear shared root cause." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are different subsystems and fixes." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but one is offloading and the other is CUDA reserved-memory/OOM regression." + "reason": "Quantization offloading not working and int4 reserved-memory OOM are related only broadly, not the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Completely different models and failure modes." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference token leak are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model families and not clearly the same code-path bug." + "reason": "Both are lm_head tying problems, but they affect different model classes and are not clearly the same code-path bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated issues: SigLIP2 docs/example problems versus GLM5 loading." + "reason": "SigLIP2 docs/inference issues are unrelated to GLM5 loading." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model failures with different root causes." + "reason": "Both involve composite model internals, but one is Gemma4 FSDP2 shared_kv_states and the other is Qwen config unwrapping; different bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights compatibility is unrelated to mmap OOM on Strix Halo." + "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3/Gemma4 bugs with different code paths." + "reason": "Gemma4 FSDP2 shared state and Qwen3_5Moe CPU offload incompatibility are different failures." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is quantization memory regression and the other is mmap behavior on specific hardware." - }, - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different quantization formats and different failure modes." - }, - { - "left": "issue:44155", - "right": "issue:45823", - "accept": false, - "reason": "AudioFlamingo3 batching bug is unrelated to Gemma4 device mismatch." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading breakage is not the same as Strix Halo mmap OOM." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "Different model configs and different errors." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Training-time gradient checkpointing/LoRA behavior is unrelated to eval-mode checkpointing prohibition." - }, - { - "left": "issue:44863", - "right": "issue:46468", - "accept": false, - "reason": "Different Nemotron loading/example failures." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; 45276 is the broader Gemma4 report and 45292 is the narrower output_embeddings manifestation." - }, - { - "left": "issue:45685", - "right": "issue:46468", - "accept": false, - "reason": "MPS histogram-int issue is unrelated to the Nemotron example breakage." + "reason": "Int4 quantization memory growth and mmap OOM on Strix Halo are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the resize_token_embeddings pair (45276/45292) is the only clearly duplicate-looking match, and the rest of the soft pairs are conservatively rejected as same-symptom-but-different-root-cause or different model families. I don\u2019t see any overstated evidence or any pair that should obviously have been merged into a single PR." + "feedback": "Grounded and conservative overall. The only clearly supported duplicate pair is issue:45276 / issue:45335, and the summary correctly avoids claiming broader clustering evidence than the packet shows. The other soft-edge rejections are cautious and do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -2478,11 +2552,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:39404", "issue:42796", - "issue:43299", + "issue:42947", + "issue:43335", "issue:43381", "issue:43425", "issue:43611", @@ -2492,44 +2567,50 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43901", "issue:43906", - "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", + "issue:44155", "issue:44164", - "issue:44265", + "issue:44292", "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:45276", "issue:45292", "issue:45335", "issue:45588", "issue:45663", "issue:45684", + "issue:45685", "issue:45698", "issue:45701", "issue:45812", "issue:45823", "issue:46315", "issue:46326", + "issue:46468", "issue:46491" ], "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", "issue:44479|issue:44877", "issue:44164|issue:44756", "issue:43381|issue:44928", @@ -2538,250 +2619,256 @@ "issue:45684|issue:45698", "issue:42796|issue:46326", "issue:43646|issue:43708", - "issue:43828|issue:43957", "issue:45292|issue:45335", + "issue:43828|issue:43957", "issue:43645|issue:44164", "issue:44402|issue:44451", - "issue:43425|issue:43828", "issue:44589|issue:44756", + "issue:43425|issue:43828", "issue:45812|issue:46315", "issue:46315|issue:46491", - "issue:44683|issue:45823", "issue:39404|issue:45701", "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:44530|issue:45084", "issue:43425|issue:45823", "issue:43425|issue:43716", - "issue:44530|issue:45084", "issue:44589|issue:45084", - "issue:44479|issue:44805", "issue:43906|issue:44530", - "issue:44265|issue:44898", - "issue:43425|issue:44918", - "issue:43901|issue:44509", - "issue:39404|issue:44912", - "issue:43994|issue:44079", - "issue:43299|issue:43931" + "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "60b53813451c89a53e04712c28b90303c4fca6cb75da0f134f9575b1e87865a7", + "prepared_review_unit_hash": "64a404fe7179b23d162f7f998a54bbeff5851b840df1e8f46064a2d470101b72", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37085, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37012, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers v5 regressions (tokenization, model loading, multimodal, trainer, and torch-version issues). Only one pair looks like a true duplicate: the resize_token_embeddings bug affecting output/decoder embeddings.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43611 is the broadest generic loading regression in the custom-model family, so it is a good cluster anchor for the repeated v5 model-loading breakages.", + "summary": "The cluster is mostly heterogeneous: tokenizer regressions, custom-model loading issues, quantization/device mismatches, and training bugs are all mixed together. The only clear duplicate subcluster is the `resize_token_embeddings` / output-embedding propagation bug around 45292 and 45335, with 45276 as a nearby variant.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical anchor for the only clear duplicate subcluster because it describes the generic `resize_token_embeddings` \u2192 `output_embeddings` failure that also matches 45335 and overlaps 45276.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most active and actionable representative of the current custom save/load regression path, with substantial discussion and inbound references.", + "best_issue_reason": "45292 is the most general, model-agnostic wording of the embedding-resize regression, so it is the best deduplication target for that subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization/load failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Batched track leakage and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug vs. Gemma4 FSDP attention-state bug; different underlying issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA is not the same bug as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap OOM are different code paths and fixes." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and a broken example are related by model family, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation bug: both say resized embeddings do not update output embeddings, with 45276 adding a Gemma4-specific variant." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram/int error is unrelated to the Nemotron example issue." + }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: Qwen video-input handling vs strict config loading for granite_speech." + "reason": "Qwen VL video-input regression and Granite speech config loading are separate regressions." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different code paths: save/from_pretrained extra_state handling vs mmap/OOM behavior on Strix Halo." + "reason": "Extra_state save/load handling and mmap OOM avoidance are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated symptoms: gradient checkpointing eval-mode restriction vs RLHF NaN explosion." + "reason": "Eval-mode checkpointing restriction is different from the RLHF NaN/SDPA fallback regression." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different loading failures on different models; no concrete shared bug shown." + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 save_pretrained regression are different problems." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Both are attention-related failures, but the concrete bugs and model paths differ." + "reason": "Flash-attention sink handling and Gemma4 shared_kv_states/FSDP KeyError do not share the same failure mechanism." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is file permissions from register_for_auto_class and the other is wrong module selection after save_pretrained." + "reason": "Read-only permission propagation from save_pretrained is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer bugs: BPE marker handling vs continue_final_message behavior." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are distinct tokenizer bugs." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and resume_from_checkpoint/max_steps are separate issues." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Both are dtype/loading problems, but they affect different mechanisms and models." + "reason": "Custom-model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings updates one embedding path but not the output/decoder embeddings; 45335 is the t5gemma-specific reproduction." + "reason": "Same embedding-resize bug: both report that `resize_token_embeddings` fails to update downstream embedding/output weights." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load failure are unrelated." + "reason": "Notebook custom-model init regression and extra_state save/load handling are separate bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not clearly the same bug." + "reason": "Tokenizer vocab-size inconsistency and ScandiBERT load failure are not the same underlying issue." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different regressions." + "reason": "Float8 storage lookup failure is unrelated to disabling mmap for OOM avoidance." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Storage-object lookup failure and mmap OOM on Strix Halo are unrelated." + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the autocast dtype mismatch." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Correctness regression in Granite token IDs vs performance regression in convert_tokens_to_ids." + "reason": "Wrong token IDs for Granite models and slow `convert_tokens_to_ids` are different tokenizer regressions." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance slowdown and encode/decode space stripping are different bugs." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention failure and Gemma4 device mismatch are separate code paths." + "reason": "Tokenizer slowdown and encode\u2192decode space stripping are different bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and tokenization changes are unrelated issues." + "reason": "Whisper pipeline `return_language` regression is unrelated to generic tokenization changes." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models, but the failures differ: base_model_prefix loading vs notebook initialization." + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are distinct loading regressions." }, { - "left": "issue:43425", + "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as Gemma4 PLE device mismatch." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Different problems: torch compatibility vs image-preprocessor/model dtype mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compile non-template-nodes are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Different failures with no shared underlying bug." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression and mask-shape IndexError are not the same issue." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "Isolated reproduction of another issue and a Qwen3.5 cache crash are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:44898", - "accept": false, - "reason": "torch.export failure with torch_compilable_check and Perceiver interpolation failure are different bugs." + "reason": "PagedAttention linear_attention crash and non-template-node compilation error are different code paths." }, { "left": "issue:43425", - "right": "issue:44918", + "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue and trl SFT input-embedding unpacking failure are unrelated." + "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same bug." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline deprecations and behaviors." + "reason": "Torch incompatibility and Mistral-3 dtype mismatch are unrelated." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated." + "reason": "Float8 storage-object lookup error is unrelated to compilation of non-template nodes." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "ModelOutput key assignment could affect outputs, but these reports do not clearly describe the same concrete bug." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttention cache crash." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Different Qwen3-VL loading failures with distinct symptoms and likely distinct causes." + "reason": "Video-input regression and mask/tensor shape mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The chosen anchors are supported by activity/inbound refs, and the soft-edge verdicts avoid overclaiming shared bugs except for the resize_token_embeddings pair, which is a plausible true duplicate." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate subcluster is the resize_token_embeddings/output_embeddings family around 45292 and 45335, with 45276 as a nearby Gemma4-specific variant. The other soft-edge pairs are reasonably rejected as distinct issues based on their titles and descriptions, and nothing in the writeup overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -2800,304 +2887,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:32090", - "issue:34567", "issue:36032", "issue:39404", - "issue:40444", - "issue:40990", - "issue:42175", "issue:42796", "issue:42915", + "issue:43299", "issue:43404", - "issue:43421", + "issue:43425", "issue:43452", - "issue:43541", "issue:43582", "issue:43596", "issue:43611", "issue:43632", "issue:43643", "issue:43644", - "issue:43646", "issue:43716", "issue:43856", + "issue:43901", "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", "issue:44164", - "issue:44451", + "issue:44265", "issue:44462", "issue:44479", "issue:44488", + "issue:44509", "issue:44530", "issue:44661", "issue:44671", "issue:44683", "issue:44737", "issue:44756", - "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45584", "issue:45759", "issue:45859", "issue:46050", - "issue:46178", "issue:46285", "issue:46326", "issue:46402", "issue:46489" ], "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", "issue:44671|issue:44991", "issue:36032|issue:43452", "issue:46050|issue:46326", "issue:44164|issue:45759", + "issue:43299|issue:43931", "issue:43906|issue:46326", - "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43856|issue:44756", + "issue:43596|issue:44683", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:44488|issue:44987", "issue:44462|issue:46489", - "issue:42796|issue:43404", + "issue:44488|issue:44987", "issue:43611|issue:43644", - "issue:44661|issue:44683", + "issue:42796|issue:43404", "issue:39404|issue:44671", "issue:44737|issue:45859", "issue:32090|issue:39404", "issue:43716|issue:45084", "issue:46285|issue:46402", "issue:36032|issue:42915", + "issue:44661|issue:44683", "issue:43582|issue:43632", - "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:44451|issue:44987", - "issue:43541|issue:45084", - "issue:42915|issue:44530", - "issue:34567|issue:40444", - "issue:42175|issue:46178", - "issue:43644|issue:43646", - "issue:44811|issue:45584" + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "74469cc2ff01e593cf6d5520447a6d3df847b67d30fdb07a5a8a4b5e59ef8d20", + "prepared_review_unit_hash": "df29edfaec3618d44c570c9121f13c2357d9f965f12447765244e9cc0236c28f", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37045, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct Transformers regressions that share broad themes like v5 loading, tokenizers, or model init, but they do not look like the same underlying bug/change. I rejected all soft pairs as duplicates.", - "confidence": 0.69, - "canonical_issue_reason": "If one issue must anchor this cluster, issue 43644 is the best representative: it is a concrete Transformers v5 initialization regression with broad impact, and it sits closest to the few genuinely related v5-loading issues in the set.", + "summary": "Loose similarity cluster of mostly unrelated Transformers issues: tokenizer regressions, model-loading breaks, training/runtime incompatibilities, and a few docs mismatches. No soft pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest umbrella bug here: a generic Transformers v5 model-loading regression; most others are narrower model/tokenizer-specific breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the most useful canonical candidate because it is specific, broadly applicable, and closer to the repeated v5 model-loading/init failures than the others.", + "best_issue_reason": "issue:43611 is the most suitable anchor for triage because it is broad, clearly regression-oriented, and representative of the cluster\u2019s v5 loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs/API mismatch in both, but one is about return_all_scores and the other about removed v5 pipeline task names; different change surfaces." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Generic torch incompatibility vs Qwen3.5 embedding unpacking; not the same code path." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 inference corruption vs ModelOutput key assignment bug; distinct failures." + }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and failure modes; not the same bug." + "reason": "Both are tokenizer issues, but CamemBERT MLM predictions and EMBEDDIA tokenizer loading are different bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method-name conflict and gguf_file loading breakage are different code paths." + "reason": "T5Tokenizer method conflict and gguf_file loading breakage are separate tokenizer load paths." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are unrelated." + "reason": "save/from_pretrained quantization persistence vs continue_final_message for mistral_common tokenizers are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state serialization and composite Qwen text_config unwrapping are distinct model-loading problems." + "reason": "extra_state save/load bug and AutoModelForCausalLM config unwrapping are different serialization/loading problems." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "A reproduction of an older issue and a Whisper/Mistral tokenizer behavior bug are unrelated." + "reason": "Both involve Qwen3-VL loading, but one is a v5 regression and the other is a shape-mismatch load error; not clearly the same fix." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel init and compiled flex_attention on torch 2.9 are different failures." + "reason": "Reproduction of issue 38071 is not the same as the mistral_common continue_final_message regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve loading tokenizers, but one is a specific model load failure and the other is a Mistral regex patch crash." + "reason": "Different tokenizer families and different failures: EMBEDDIA loading vs Mistral regex patching." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory use and Strix Halo mmap OOM are different resource issues." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated performance issues." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Save/from_pretrained extra_state handling and a video-input regression do not share the same bug." + "reason": "DeepSpeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Different tokenizer-loading failures with different triggers; too broad to be the same issue." + "reason": "Checkpoint serialization bug vs video-input regression for Qwen VL models; different subsystems." }, { "left": "issue:44488", - "right": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both are load failures, but they concern different repositories/models and likely different root causes." + "reason": "Loading cjvt/sleng-bert and Mistral tokenizer backend patching are distinct tokenizer problems." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Tokenizer.json being ignored is not the same as DeepSeek-Coder producing incorrect tokenizer output." + "reason": "AutoTokenizer ignoring tokenizer.json is a different issue from DeepSeek-Coder tokenizer output drift." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs." + "reason": "Both are load failures, but on different models and likely different tokenizer/config paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions in model loading, but one is about base_model_prefix and the other about non-persistent buffers." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are separate mechanisms." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "add-new-model-like mapping failures and flex_attention compilation failures are different changes." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated Mistral-family bugs." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language and CamemBERT masked-LM prediction errors are unrelated." + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions do not share a concrete bug." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU device placement in XLNet and Qwen3_5Moe CPU offload incompatibility are different code paths." + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility are different device-handling bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer gpu_broadcast NoneType and Whisper pipeline return_language are not the same bug." + "reason": "Trainer gpu_broadcast_one NoneType error is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image dtype mismatch and template compilation errors are unrelated." + "reason": "Image preprocessor/model dtype mismatch and template compilation TypeError are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text encoder loading are different model-specific regressions." + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-architecture regressions." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer attribute conflict and Qwen3Moe FP8 failure are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized regression are separate issues." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "trust_remote_code missing fields and PagedAttentionCache invalid group type are different problems." + "reason": "Tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "High perplexity on a model and runtime post-processor updates are not the same underlying issue." - }, - { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Cannot load one specific model and a transformers>=5.1 regression for another model are not clearly the same bug." + "reason": "Tokenizer mapping-name edge case and compiled flex_attention failure are separate issues." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Torch dynamo grouped_mm tracing errors and template compilation errors are unrelated." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different runtime problems." }, { - "left": "issue:42915", + "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config and PagedAttentionCache invalid group type are different Qwen3.5/Qwen3.5-MoE failures." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image failure are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Missing tensorflow backend in the torch extra and an undefined tensorflow_text backend are related to packaging/backends but are not the same defect." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization are different v5 regressions." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Whisper batch_decode skip_special_tokens and empty transcription after align_special_tokens are closely related only at the subsystem level, but the concrete bugs differ." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type crashes." } ] }, @@ -3119,30 +3192,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28530", "issue:34567", "issue:36032", "issue:40444", + "issue:40990", + "issue:42175", "issue:42915", - "issue:43089", "issue:43262", "issue:43317", "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43452", "issue:43482", "issue:43540", + "issue:43541", + "issue:43644", "issue:43645", "issue:43646", - "issue:43742", "issue:43746", "issue:43819", "issue:43883", "issue:43994", - "issue:44062", "issue:44206", "issue:44220", "issue:44265", @@ -3151,289 +3226,295 @@ "issue:44451", "issue:44464", "issue:44466", - "issue:44479", "issue:44488", + "issue:44530", "issue:44534", - "issue:44589", "issue:44610", - "issue:44683", + "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45507", + "issue:45584", "issue:45987", + "issue:46178", "issue:46326" ], "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", "issue:44206|issue:44220", "issue:43883|issue:44488", "issue:40444|issue:46326", - "issue:36032|issue:43645", "issue:43452|issue:43482", - "issue:45084|issue:45507", + "issue:36032|issue:43645", "issue:43317|issue:43482", + "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43746|issue:46326", "issue:43646|issue:44534", - "issue:42915|issue:45084", "issue:44464|issue:45987", + "issue:42915|issue:45084", + "issue:43883|issue:44991", "issue:44403|issue:45081", "issue:43645|issue:44534", - "issue:43883|issue:44991", "issue:43404|issue:44466", - "issue:43994|issue:44610", - "issue:44849|issue:45325", "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43994|issue:44610", "issue:28530|issue:34567", "issue:44451|issue:45081", - "issue:43322|issue:43540", "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44265|issue:44610", - "issue:36032|issue:43742", - "issue:43089|issue:45987", - "issue:42915|issue:44589", - "issue:44062|issue:44987", - "issue:44220|issue:44683", - "issue:44479|issue:45325", - "issue:45216|issue:45357" + "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "d7612adbb4c1e676ed063e4b68c474389d454b31d405a3ef5cfa9ce20760daec", + "prepared_review_unit_hash": "3e12e64329e84ffedf73a9cb201fa10c849ffc753cbd2b7305b1295750b7316f", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37145, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38066, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem similarity. The only convincing duplicate pair is the Qwen3.5 save_pretrained regression pair.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the best anchor because it describes the underlying Qwen3.5 save_pretrained serialization regression broadly, while issue:45357 looks like a narrower follow-up about the same incorrect checkpoint contents.", + "summary": "Mostly heterogeneous issue cluster. The only plausible near-duplicate theme is the Transformers v5 buffer/init regression around 43644, but the custom-model-init complaints are not evidenced well enough to merge with it, so I would not accept the soft similarity edges here.", + "confidence": 0.82, + "canonical_issue_reason": "43644 is the clearest and most concrete report in the cluster: it directly describes the non-persistent-buffer regression in Transformers v5. The other Transformer v5 initialization reports are related in wording but still look like distinct failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest representative issue: it is concrete, regression-focused, and has a clear sibling duplicate in issue:45357.", + "best_issue_reason": "43644 is the best standalone representative because it names a specific regression, has the broadest duplicate-worthy wording, and is the most likely anchor for the buffer-related bug class in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different bugs: perplexity/model behavior on one side, tokenizer backend post-processor refresh on the other." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are runtime/compilation failures, but they point to different code paths and different concrete errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but the affected models and failure modes are not shown to be the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and different failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated issues: token-count tracking vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue vs backend-mapping validation error; not the same underlying problem." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "The titles overlap around Transformers v5 initialization, but one is about junk-filled non-persistent buffers and the other is a broader custom-model-initialization complaint; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but the failure modes are different and not clearly the same bug." + }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Different audio-feature bugs: one is an unsupported `center` argument in LasrFeatureExtractor, the other is a problem in `_torch_extract_fbank_features()`." + "reason": "Related audio feature extraction area, but the reported crashes differ and there is no concrete shared code-path evidence." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different failure modes (`all_tied_weights_keys` vs loading `cjvt/sleng-bert`)." + "reason": "Missing tied-weights metadata vs a specific model loading failure; different issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different areas: Qwen2.5-VL multi-image iterable dataset handling vs mistral_common tokenizer `continue_final_message` behavior." + "reason": "Different modalities and failures: multimodal finetuning with multiple images vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF/loading related, but the reports describe different concrete regressions and models." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Unrelated bugs: T5 tokenizer method conflict vs custom model initialization in Jupyter with Transformers 5.0.0." + "reason": "Tokenizer API conflict vs Jupyter/custom-model initialization regression; different code paths." }, { - "left": "issue:43452", + "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF/loading, but one is a generic `gguf_file` API break and the other is a model-specific Qwen2.5-GGUF failure; not clearly the same concrete bug." + "reason": "Dequantized model offload loading failure vs GGUF loading failure; not the same issue." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different problems: template compilation error vs GraniteMoEHybrid calling an invalid method." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Device-map/offload dequantization failure is unrelated to Qwen2.5-GGUF loading in Transformers v5." + "reason": "Different invalid-method/compile failures in different model code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions in v5, but they affect different models and likely different code paths." + "reason": "Version-related loading failures, but for different models and without evidence of the same root cause." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to MIMI batching/padding-mask output mismatch." + "reason": "Audio chat-template sampling-rate defaulting vs MIMI batch/single padding-mask mismatch; unrelated bugs." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "GraniteSpeech PEFT local-checkpoint loading and mistral_common `continue_final_message` are different bugs." + "reason": "PEFT/local checkpoint loading vs tokenizer chat-message handling; different regressions." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are different bugs with different failure modes." + "reason": "Chunked generation inconsistency is a different bug from StaticCache.get_seq_length() returning the wrong type." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." + "reason": "Different failures: FP8/model setup vs template-node compilation." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Generation inconsistency with compiled forward and a return-type bug in `StaticCache.get_seq_length()` are not the same issue." + "reason": "Missing all_tied_weights_keys vs tokenizer loading failure for a specific model; unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a Mistral regex patch crash are unrelated." + "reason": "General loading noise vs a specific Mistral regex patch crash." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init regression is unrelated to non-persistent buffer serialization junk." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Different model-loading regressions affecting different models and code paths." + "reason": "Custom model initialization in notebooks is a different regression from junk-filled non-persistent buffers." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch tied weights, but one is a missing tie in a specific model and the other is device-dependent serialization behavior; not the same concrete bug." + "reason": "Tied-weight bug in one model class vs inconsistent lm_head serialization; related theme, but not the same concrete bug." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different subsystems: SigLIP2 output quality vs OmDet-Turbo processor image-size mismatch." + "reason": "Missing padding-mask support in MIMI encoder vs DAC.from_latents/STE mismatch; different code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs: hidden-state handling vs RoPE position-id scaling for still images." + "reason": "Different Qwen-family bugs: output_hidden_states behavior vs rope-index scaling for still images." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Both are forward-vs-helper mismatches, but they are different models and different mechanisms (padding mask vs missing STE)." + "reason": "Nonsensical outputs from a specific image model vs processor/model input-size mismatch; not the same bug." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Training early-stopping configuration and TrainerState token counting are unrelated." + "reason": "Early stopping metric lookup vs token-count tracking; unrelated training bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different models and different root causes." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Different multimodal/video issues: Llava Next loading segfault vs Qwen3OmniMoe video-input processing ValueError." + "reason": "Different loading failures: specific model cannot load vs Mistral regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different model-loading regressions; no evidence they share the same code path." + "reason": "Tokenizer/model loading regression vs Mistral regex patch crash; different issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8-config failure and `init_empty_weights` signature mismatch are unrelated." + "reason": "FP8/Qwen3Moe failure vs init_empty_weights unexpected-argument error; different bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure with `torch_compilable_check` is unrelated to OmDet-Turbo processor image sizing." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "Tokenizer method-name conflict and MobileLLM loading key error are different bugs." + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Both involve generation performance/runtime, but one is overhead and the other is a contract bug in cache length return type." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken keyword conflict is unrelated to loading `physical-intelligence/fast`." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both are Qwen regressions, but one is video-input processing and the other is still-image temporal position-id scaling." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained serialization regression; issue:45357 is a narrower symptom about incorrect visual encoder keys." + "reason": "Segmentation fault while loading Llava Next vs video-input ValueError in Qwen3OmniMoe; different models and failure modes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The judgment is grounded in the packet and stays conservative. The only accepted pair, issue:45216 with issue:45357, is well-supported by their matching Qwen3.5 save_pretrained regression titles, and the remaining soft-edge rejections avoid overstating similarity by distinguishing different models and failure modes." + "accept": false, + "feedback": "Most of the pairwise rejections are conservative and grounded in the titles. The main issue is the accepted 43646 \u2194 44534 pair: the packet only shows high textual similarity, but not enough evidence that \"Transformers 5.0.0 breaks custom model initialization\" is the same bug as \"fills non-persistent buffers with junk.\" That acceptance overstates the packet, so I\u2019d reject this cluster evaluation." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3448,309 +3529,306 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:33666", "issue:35707", "issue:36032", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", - "issue:42175", "issue:42796", + "issue:42915", + "issue:43089", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43425", "issue:43482", "issue:43525", "issue:43531", - "issue:43582", "issue:43611", "issue:43632", + "issue:43742", "issue:43746", "issue:43792", "issue:43856", + "issue:44062", "issue:44079", + "issue:44220", "issue:44291", "issue:44403", - "issue:44462", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", - "issue:44829", "issue:44877", + "issue:44987", "issue:44991", - "issue:45081", + "issue:45216", "issue:45325", - "issue:45479", - "issue:45491", + "issue:45357", "issue:45538", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46315", "issue:46491" ], "soft_pairs": [ + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:45216|issue:45357", "issue:43531|issue:44877", - "issue:36032|issue:41720", "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:44220|issue:44683", "issue:43425|issue:44403", - "issue:43296|issue:43531", "issue:43611|issue:44534", - "issue:43632|issue:44756", + "issue:43296|issue:43531", "issue:40444|issue:45325", + "issue:43632|issue:44756", "issue:45812|issue:46491", - "issue:43792|issue:44589", - "issue:44403|issue:44991", "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:43381|issue:45923", - "issue:44291|issue:44589", - "issue:43632|issue:44534", "issue:44079|issue:45663", + "issue:44291|issue:44589", "issue:40990|issue:44811", - "issue:43482|issue:43525", - "issue:43482|issue:45538", + "issue:43632|issue:44534", "issue:35707|issue:40444", + "issue:43482|issue:43525", "issue:43421|issue:44568", - "issue:43317|issue:43856", - "issue:42175|issue:45542", - "issue:41553|issue:43582", - "issue:43531|issue:44291", - "issue:44079|issue:44534", - "issue:44829|issue:45479", - "issue:41720|issue:45081", - "issue:44462|issue:45812", - "issue:43377|issue:45491" + "issue:43482|issue:45538", + "issue:43317|issue:43856" ], - "prepared_review_unit_hash": "09c6cf031a2f382af396855b1f7370aa438409c9845b0aa9b9c3e661dd5682b1", + "prepared_review_unit_hash": "bc7e1969680cef7340c3e1afb48c5c22314c65b8794bccce476df5e695bfcaa7", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "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 issues, with a rough theme of tokenizer/model-loading regressions and v5-era behavior changes. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45812 is the best single anchor because it describes a broad, silent tokenizer regression across many Granite models in the v4\u2192v5 transition, which is the most representative and reusable problem statement in this set.", + "summary": "Mostly heterogeneous cluster. The Qwen3.5 save_pretrained items are related in theme, but the packet only supports a soft similarity, not a confirmed duplicate/same code-path match, so that edge should stay rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45216 is the best canonical issue candidate because it is the earlier, clearer report about Qwen3.5 `save_pretrained` checkpoint corruption/regression. It should be treated as the representative issue for that theme, but not as a confirmed duplicate of issue:45357.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue for the cluster: it is broad, regression-oriented, and centered on a concrete tokenizer behavior break rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45216 is the strongest single issue to keep as the representative of the Qwen3.5 `save_pretrained` regression theme, with the cleanest problem statement and earliest report in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both are model-specific failures, but one is a Qwen3-MoE sliding_window bug and the other is a Granite Speech config-loading issue; they do not share the same code path." + "reason": "Performance-related wording only; one is generation overhead, the other is a StaticCache return-type issue. Different bugs and code paths." }, { "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "A T5 tokenizer special-method conflict is unrelated to Qwen3 auto device-mapping cuda assertions." - }, - { - "left": "issue:44991", - "right": "issue:46315", + "right": "issue:43742", "accept": false, - "reason": "Both mention tokenizer/v5 regressions, but one is loading failure for a specific model and the other is a performance regression in convert_tokens_to_ids; different bugs and fixes." + "reason": "Tokenizer method conflict vs model-loading key error. No same underlying defect." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Torch version incompatibility is not the same as noisy transformer-loading output; different failure modes and code paths." + "reason": "Both touch FP8/v5-era errors, but the failure modes and affected paths are different." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are distinct multimodal/model issues." + "reason": "Both are tokenizer-loading failures, but for different models and different root causes." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "One is a loading failure around base_model_prefix, the other is non-persistent buffers being filled with junk; both are v5 regressions but not the same bug." + "reason": "Related Qwen-VL area, but broad video regression vs a specific rope-index scaling bug; not the same change or bug." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "_is_hf_initialized handling and mmap-on-Strix-Halo OOM are unrelated issues." + "reason": "Close thematic overlap around Qwen3.5 save_pretrained, but the packet marks this as soft similarity only and the reports differ in symptom/version framing; not enough to treat as the same bug/code path." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is an iterable-dataset multi-image finetuning failure and the other is a rope/position-id scaling bug for still images." + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs GraniteSpeech config loading strictness." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs vs CodeLlama leading-space round-trip are different tokenizer behaviors with different fixes." + "reason": "Tokenizer regression vs tokenizer slowdown. Same subsystem, different defect." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup errors are unrelated." + "reason": "Tokenizer attribute conflict vs Qwen3 auto device-mapping CUDA assert; unrelated." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Generic loading noise and a specific tokenizer-loading regression are not the same underlying bug." + "reason": "Feature extraction bug vs compiled flex_attention failure on newer torch; different code paths." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "A Ministral tokenizer BPE-marker issue and a GraniteSpeech PEFT checkpoint-loading issue are different subsystems." + "reason": "Torch compatibility issue vs loading noise regression; not the same bug." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is not the same as Qwen2.5-VL iterable-dataset multi-image finetuning failure." + "reason": "Different regressions: `base_model_prefix` loading vs non-persistent buffers filled with junk." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Eval-mode gradient-checkpointing misuse and a missing supports_gradient_checkpointing flag are related only superficially." + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue; unrelated." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "The init_empty_weights/_is_hf_initialized TypeError is unrelated to the Float8 storage-object error." + "reason": "Both are Qwen-VL-family issues, but multi-image finetuning failure is not the same as still-image temporal position scaling." }, { "left": "issue:43632", - "right": "issue:44534", + "right": "issue:44756", "accept": false, - "reason": "These are distinct Transformers v5 regressions affecting different internals and symptoms." + "reason": "`_is_hf_initialized` regression vs mmap/OOM on Strix Halo; different symptoms and causes." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different bugs." + "reason": "Tokenizer regressions in different models with different behavior changes; not mergeable as one bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper processor batch_decode skip_special_tokens behavior." + "reason": "Tokenizer BPE-marker handling vs checkpoint loading with PEFT adapters; unrelated." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model/config compatibility problems." + "reason": "General model-loading noise vs a specific tokenizer-loading regression." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "A GGUF loading regression and CLIPTokenizer's model_max_length constant are unrelated." + "reason": "Whisper runtime failure vs Float8 storage lookup error; unrelated." }, { - "left": "issue:35707", + "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable-dataset finetuning." + "reason": "Both are training-related and VL-adjacent, but multi-GPU training is not the same bug as multi-image IterableDataset finetuning failure." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Runtime post-processor updates for special tokens and add_special_tokens no longer adding BOS/EOS are tokenizer issues, but not the same bug." + "reason": "Eval-mode checkpointing restriction vs missing `supports_gradient_checkpointing` flag; different issues." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Dequantized model offload loading and Qwen3 MoE memory usage are separate training/loading problems." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 `shared_kv_states` KeyError; different code paths." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Package extra dependency resolution and the undefined tf backend error are related to TensorFlow packaging, but they are not the same concrete issue." + "reason": "Both are Transformers v5 loading issues, but the concrete error mechanisms differ." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral has nothing to do with Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Perplexity problem on GPT-OSS vs Whisper `batch_decode` special-token handling; unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized TypeError are unrelated." + "reason": "Different v5 regressions: initialization flag breakage vs non-persistent buffer corruption." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Different model/runtime internals: ModelOutput key bookkeeping vs non-persistent buffer initialization." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Flash-attention-3 degenerate training for sequence classification is not the same as the single-label-zero-loss issue across models." + "reason": "Different loading failures for different model families; no shared bug." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43421", + "right": "issue:45538", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts and Mistral regex patch crashes are unrelated." + "reason": "Runtime post-processor update bug vs `model_max_length` constant behavior; not the same defect." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are both AutoTokenizer issues, but they are different underlying failures." + "reason": "No shared underlying bug: GGUF loading failure vs CLIPTokenizer max-length issue." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "MIMI padding-mask batching divergence and Gemma3 mixed-length NaNs are separate batching/masking bugs in different models." + "reason": "Dequantized-model offload loading failure vs Qwen3 MoE training memory inefficiency; different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the Qwen3.5 checkpoint pair. In the packet, issue:45216 and issue:45357 are only soft-similar and the pair is explicitly marked deterministic_accept=false, so calling them the same bug / same code path / closest accepted duplicate is too strong. Because the only true soft-edge verdict contradicts the packet\u2019s label, I can\u2019t accept this cluster evaluation." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3766,317 +3844,306 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:34634", - "issue:35707", - "issue:39692", "issue:40444", - "issue:40990", + "issue:41553", "issue:41720", "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", - "issue:43550", + "issue:43531", + "issue:43582", "issue:43606", "issue:43611", "issue:43632", "issue:43644", "issue:43646", "issue:43701", - "issue:43746", "issue:43749", "issue:43792", "issue:43818", - "issue:43819", "issue:43873", - "issue:43881", "issue:43957", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", + "issue:44462", "issue:44466", "issue:44479", - "issue:44488", + "issue:44534", + "issue:44829", "issue:44877", "issue:44898", "issue:45072", + "issue:45081", "issue:45325", "issue:45357", "issue:45381", - "issue:45584", + "issue:45479", + "issue:45491", + "issue:45542", "issue:45701", "issue:45800", + "issue:45812", "issue:45823", "issue:45834", "issue:46402" ], "soft_pairs": [ + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:41720|issue:45081", "issue:43818|issue:46402", + "issue:43377|issue:45491", "issue:43818|issue:45357", - "issue:43644|issue:44079", "issue:43611|issue:43646", + "issue:43644|issue:44079", "issue:44265|issue:45072", - "issue:42175|issue:43296", "issue:43749|issue:44079", - "issue:45325|issue:45381", + "issue:42175|issue:43296", "issue:40444|issue:45381", - "issue:43792|issue:43957", + "issue:45325|issue:45381", "issue:43994|issue:44898", - "issue:45325|issue:45834", + "issue:43792|issue:43957", "issue:43454|issue:44466", + "issue:45325|issue:45834", "issue:42915|issue:43482", "issue:43632|issue:45072", - "issue:42796|issue:45381", "issue:43701|issue:45325", + "issue:42796|issue:45381", "issue:44291|issue:44877", "issue:43873|issue:45701", "issue:43296|issue:45800", "issue:44479|issue:45823", - "issue:43606|issue:44265", - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:35707|issue:41720", - "issue:43454|issue:43550", - "issue:39692|issue:40444", - "issue:43881|issue:44488", - "issue:43606|issue:43819", - "issue:44186|issue:44265", - "issue:41720|issue:45823" + "issue:43606|issue:44265" ], - "prepared_review_unit_hash": "2b64ec0c6384904d8acefa220580517b223aedc2c87eab1a264cd7b6ce79f9fd", + "prepared_review_unit_hash": "6a440cdf8c62218a3a93f5ac4ef201de06fec711fd091ca4cbb4d492dd9d6ecd", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37192, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "soft_pair_count": 30, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of closed Transformers issues, with one loose subtheme around v5 model-loading/initialization regressions and many unrelated model- or modality-specific bugs. No soft pair looks like the same underlying bug/change.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the loading/initialization regression subtheme (`base_model_prefix` / Transformers v5) and is the closest thing to a central issue in this mixed cluster.", + "summary": "The cluster is still mostly heterogeneous. `issue:43644` remains the best anchor for the non-persistent-buffer regression family, but the soft edges are too speculative overall: `44829` vs `45479` are different classification bugs, and `45325` vs `45381` are related Qwen2.5-VL regressions but not a conservative duplicate merge.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:43644` is the cleanest canonical issue anchor: it is a narrow, well-defined v5 regression with a near-exact duplicate signal in `issue:44534`, unlike the broader and less certain pairs in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best single issue to represent the cluster\u2019s main shared theme, but it should only be treated as a loose umbrella representative, not a true duplicate target for the whole set.", + "best_issue_reason": "`issue:43644` is the strongest issue candidate because it is specific, self-contained, and tied to a clear duplicate family; the other issues are more model-specific, broader, or only superficially similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different models and failures: Video-LLaVA architecture/weight-sharing vs Sam3Model text encoder loading." + "reason": "Tokenizer error messaging and AppleSilicon allocator TypeError are different bugs and different code paths." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Unrelated bugs: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 visual-encoder key serialization." + "reason": "Both involve TensorFlow packaging/backend availability, but they describe different failure modes." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Non-persistent buffer serialization bug vs ModelOutput key assignment bug; different code paths." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `init_empty_weights` / `_is_hf_initialized` loading error." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both are v5 loading regressions, but one is `base_model_prefix` loading and the other is custom model initialization; not the same bug." + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate regressions." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Torch export failure with `torch_compilable_check` is unrelated to dtype mismatch in bfloat16 inference." + "reason": "These are different classification bugs: one is flash_attention_3 causing degenerate training, the other is `num_labels=1` zero-loss behavior across models." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Backend packaging/install issue vs a model-loading failure for PaddleOCR-VL; no shared code-path." + "reason": "Both are tokenizer-related, but one is ignoring `tokenizer.json` while the other is wrong Granite token IDs." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is unrelated to ModelOutput key handling." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch tokenizer crash are unrelated." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input vision_position_ids; too different to merge confidently." + "reason": "Video-LLaVA vision-tower/temporal-attention bug and Sam3Model text-encoder weight loading are different problems." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Different Qwen2.5-VL failures: finetuning multiple images per prompt vs video position-id computation." + "reason": "Different models and likely different root causes: MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Whisper runtime failure is not the same as meta-device loading breakage." + "reason": "Video-LLaVA architecture issue and Qwen3.5 save_pretrained visual-key regression are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both are vision-model issues, but the symptoms and affected paths differ substantially." + "reason": "Both are v5 breakages, but `base_model_prefix` loading and custom model initialization are not the same concrete bug." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Qwen2.5-VL rope-index bug vs Kosmos2.5 OCR index error; unrelated models and mechanisms." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model-specific tie/load bug and the other is device-dependent serialization inconsistency; not the same concrete bug." + "reason": "`torch.export` / `torch_compilable_check` failures are unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same bug." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "`_is_hf_initialized` flag handling is unrelated to export/dtype mismatch issues." + "reason": "Package/backend omission and PaddleOCR-VL loading failure are different issues." }, { - "left": "issue:42796", + "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling has no relation to Qwen2.5-VL video position ids." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to the Qwen2.5-VL video position-id regression." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Checkpoint key mismatch vs Qwen2.5-VL rope-index bug; different failures." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video-input `vision_position_ids`; related, but not a conservative duplicate." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Unexpected `_is_hf_initialized` arg during init-empty-weights is unrelated to strict config loading for granite_speech." + "reason": "SIGLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different vision-model bugs." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Quantization/offloading behavior vs tokenization changes; no shared underlying bug." + "reason": "Whisper loading failure and meta-device loading breakage are not the same bug." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are separate issues." + "reason": "AyaVision weight-tying failure and device-dependent `lm_head.weight` serialization are distinct issues." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both are device/model-regression reports, but one is Qwen video input regression and the other is Gemma4 PLE auto-device-map mismatch." + "reason": "Qwen2.5-VL rope-index regression and Kosmos2.5 long OCR index error are unrelated." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures on torch_compilable_check." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5 GGUF loading under v5 are different model-loading bugs." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "`_is_hf_initialized` regression and dtype mismatch in inference are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to Whisper empty-transcription generation failure." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "BarkProcessor voice_preset failure and inputs_embeds/past_key_values generation issues are different code paths." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video `vision_position_ids` are unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Progressive generation with embeddings is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "Unexpected `_is_hf_initialized` argument during loading is unrelated to strict config loading for granite_speech." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Tied-weight loading/serialization bug and Bamba torch.compile SDPA bug are unrelated." + "reason": "Quantization offload behavior and tokenization changes across versions are different issues." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "SigLIP2 doc-example issues and Qwen2.5-VL multi-image finetuning failures are different models and problems." + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers incompatibility are not the same bug." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "GLM-4V loading failure and sleng-bert loading failure are unrelated." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch and DAC latent/forward mismatch are unrelated." - }, - { - "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch export and torch_compilable_check." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both involve device-map/placement symptoms, but they affect different models with different failure modes and are not the same bug." + "reason": "CPU offload device mismatch and `torch.export` / `torch_compilable_check` failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall anchor choice is mostly grounded, but the output overstates duplicate evidence on at least two soft pairs. `issue:44829` vs `issue:45479` look like different bugs from the packet titles: one is about `flash_attention_3` causing degenerate training, the other is about `problem_type=\"single_label_classification\"` with `num_labels=1` causing zero loss across models. `issue:45325` vs `issue:45381` are both Qwen2.5-VL position-id regressions, but one is about still-image temporal scaling and the other about video-input `vision_position_ids`; that is only plausible similarity, not a conservative duplicate verdict. Because the review should reject overconfident soft-edge merges, this cluster should be rejected." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4092,310 +4159,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:26413", - "issue:28530", - "issue:36331", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", "issue:40990", "issue:41720", "issue:42617", "issue:42796", "issue:42915", "issue:42947", - "issue:43065", "issue:43257", + "issue:43262", "issue:43317", "issue:43322", "issue:43377", - "issue:43450", "issue:43454", "issue:43526", "issue:43550", "issue:43572", + "issue:43606", "issue:43720", + "issue:43746", "issue:43749", + "issue:43819", "issue:43873", "issue:43881", "issue:43883", "issue:44186", + "issue:44265", "issue:44387", - "issue:44466", + "issue:44488", "issue:44534", "issue:44568", "issue:44610", - "issue:44756", - "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", - "issue:45357", - "issue:45701", + "issue:45584", "issue:45704", "issue:45759", + "issue:45823", "issue:45920", "issue:45923", "issue:46050", "issue:46209", "issue:46305", - "issue:46315", - "issue:46402" + "issue:46315" ], "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", "issue:46305|issue:46315", "issue:43377|issue:44610", "issue:42796|issue:46209", + "issue:44568|issue:45920", "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:44568|issue:45920", - "issue:43377|issue:44898", "issue:43317|issue:43873", + "issue:43377|issue:44898", "issue:42796|issue:44977", "issue:43454|issue:43720", "issue:40990|issue:42947", - "issue:43322|issue:46050", - "issue:43572|issue:45759", "issue:42617|issue:42915", + "issue:43322|issue:46050", "issue:43749|issue:44534", + "issue:43572|issue:45759", "issue:41720|issue:43322", - "issue:26413|issue:28530", "issue:43526|issue:43883", "issue:44387|issue:45704", "issue:41720|issue:44977", - "issue:36331|issue:42617", - "issue:43881|issue:44991", - "issue:44466|issue:45357", - "issue:36331|issue:42915", - "issue:44877|issue:44991", - "issue:43450|issue:45701", - "issue:40990|issue:45701", - "issue:43065|issue:46402", - "issue:44186|issue:45072", - "issue:43873|issue:44756", - "issue:41720|issue:42617", - "issue:43550|issue:43720" + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "a7d82e7a2121a7d3ef1e27786a86f527c4c251c4ee121a71dab38ee59b8f6517", + "prepared_review_unit_hash": "b585ce881e5ecfec19f33d5ab0407334bc1427cd88c4675133b5b0afb37e81cc", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36718, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely a heterogeneous set of Transformers bugs (tokenization, loading/offloading, quantization, multimodal models, training/runtime regressions). I do not see any true duplicate pairs among the soft candidates; they are at best loosely related by subsystem or model family.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45920 is the broadest open regression here: it describes tokenizer IDs being wrong across many models, with clear cross-model impact and a strong fit for a cluster anchor.", + "summary": "This cluster is mostly a grab-bag of unrelated closed bug reports. The soft edges are only superficial topic matches (tokenizers, loading, offload, device_map, etc.) and do not look like the same underlying bug or mergeable PR change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue candidate because it is broad, reproducible, and represents a wider v5 regression rather than a model-specific edge case.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both involve audio / loading behavior, but one is a processor chat-template sampling-rate default and the other is PEFT checkpoint loading for GraniteSpeech. Different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: high perplexity on a language-model benchmark vs Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset handling and progressive generation with inputs_embeds/past_key_values are different bugs in different subsystems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation/past_key_values mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they affect different models and likely different failure causes; too broad to be the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying / garbage generation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different audio models and different issues: CPU-offload device mismatch vs DAC latent reconstruction mismatch without STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are different scenarios and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map/dispatch, but one is a Qwen3 cuda assert on A800 and the other is Gemma4 PLE forward device mismatch; not the same concrete bug." + }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Both are regressions, but one is a sliding-window mask off-by-one and the other is tokenizer performance; different code paths and symptoms." + "reason": "Sliding-window masking off-by-one is unrelated to tokenizer convert_tokens_to_ids performance regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve batched processing, but one is MIMI encoder padding-mask behavior and the other is video processor output shape; not the same bug." + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor size mismatch are different bugs in different components." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer and the other is wrong token IDs across multiple tokenizers; not the same code path." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "One is tied lm_head weights causing bad text generation; the other is a dtype mismatch in bfloat16 inference." + "reason": "Weight-tying/generation corruption is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+DeepSpeed MoE weight conversion and a missing gradient-checkpointing flag are separate issues." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is missing added special tokens and the other is wrong token IDs across multiple models." + "reason": "Both mention offload/quantization, but one is a specific device_map=auto dequantized-model load failure and the other is a broader offloading regression; too generic to merge as one bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask behavior is unrelated to Perceiver image-size interpolation failure." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both mention offloading/quantization, but one is a specific device_map loading failure and the other is a broader offloading regression; not clearly the same concrete bug." + "reason": "MIMI batched-vs-single padding-mask mismatch is unrelated to Perceiver non-default resolution interpolation failure." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling is not the same as flash-attention generation failure." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying and BitNet packed-weight unpacking are different model-loading problems." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different model-loading bugs." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on WikiText and gradient-checkpointing ineffectiveness are unrelated training/eval issues." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Segfault while loading Llava Next and sinq save/load breakage are different failure modes." + "reason": "Perplexity anomaly on a benchmark is unrelated to gradient-checkpointing ineffectiveness with PEFT LoRA." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "A missing pad_token_idx config field and a text_config unwrapping bug are not the same issue." + "reason": "3d_parallel.py runtime issue and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "3d_parallel.py runtime failure and FineGrainedFP8Config loading failure are unrelated." + "reason": "Llava Next segmentation fault and sinq save/load breakage are different failure modes and models." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "CPU-efficient FSDP loading and non-persistent buffer junk are different v5 loading regressions." + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer junk initialization are not the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are distinct model/load-path bugs." + "reason": "StableLm pad_token_idx config regression is unrelated to from_config failing to unwrap text_config for composite Qwen multimodal configs." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are unrelated trainer issues." + "reason": "Both can fail during model loading, but one is a Qwen3 device-map assert and the other is a Llava Next segfault; not the same code path." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute failure are unrelated." + "reason": "BEiT image-processor label reduction bug is unrelated to MolmoForCausalLM missing all_tied_weights_keys." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are different memory regressions with different causes." + "reason": "CUDA reserved-memory growth under int4 quantization and apex FusedRMSNorm memory leak are different memory issues with different causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3, but one is device-map loading failure and the other is flash-attention generation behavior." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "CustomTrainer API breakage and a 3d_parallel.py failure do not share the same bug." + "reason": "Both are Qwen-family generation/loading bugs, but cuda assert under auto device mapping is not the same as flash-attention generation failure." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading regression are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both are save_pretrained regressions, but one concerns tied lm_head serialization and the other visual encoder keys; different concrete bugs." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3MoE FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config loading and tokenizer loading regression are different failure classes." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Batched video processor shape bug and tokenizer version behavior are not the same underlying issue." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and tokenization version changes are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:46402", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text encoder weight loading are different Sam3 issues." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization offloading problems and disabling mmap on Strix Halo are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device mapping failure and 3d_parallel.py failure are separate issues." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + "reason": "Different tokenizer/model-loading failures for different repos; no shared concrete bug." } ] }, @@ -4417,282 +4471,310 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ + "issue:26413", "issue:28530", - "issue:30064", - "issue:33357", "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", + "issue:43065", "issue:43295", - "issue:43316", "issue:43317", "issue:43322", "issue:43404", + "issue:43450", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", "issue:43577", "issue:43606", - "issue:43653", "issue:43708", "issue:43720", - "issue:43782", "issue:43873", "issue:43881", "issue:44008", "issue:44186", "issue:44361", "issue:44423", + "issue:44466", "issue:44610", "issue:44671", "issue:44743", + "issue:44756", + "issue:44877", "issue:44898", - "issue:44913", + "issue:44991", + "issue:45072", "issue:45161", "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45823", - "issue:46291" + "issue:46291", + "issue:46402" ], "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:26413|issue:28530", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:44008|issue:45823", "issue:43404|issue:45357", "issue:43550|issue:43606", "issue:43295|issue:45701", + "issue:44008|issue:45823", "issue:44186|issue:44610", "issue:44610|issue:44898", - "issue:44423|issue:45406", "issue:42915|issue:43317", + "issue:44423|issue:45406", "issue:36010|issue:42617", "issue:45632|issue:45684", - "issue:42915|issue:46291", "issue:41720|issue:45161", + "issue:42915|issue:46291", "issue:43531|issue:43572", "issue:28530|issue:33666", "issue:44671|issue:44743", "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43526|issue:43881", - "issue:42915|issue:43322", - "issue:43316|issue:44913", - "issue:28530|issue:30064", - "issue:43540|issue:43782", - "issue:33357|issue:35707", - "issue:30064|issue:34634", - "issue:43873|issue:45704", - "issue:43550|issue:43653", - "issue:43606|issue:43720" + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "733fae90601daf504e544287ef919285810f7a1cbe7397bd64b1e5d9b4b5bee1", + "prepared_review_unit_hash": "95cb06ff7b9974e3caf2b1e630e5f1535be1b5f695d6eb4959692105b90ccfc1", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35542, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "soft_pair_count": 32, + "serialized_chars": 36796, + "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 highly heterogeneous: the items span unrelated bugs in training, tokenizers/processors, model config, serving, loading/offload, and quantization. None of the suggested soft edges look like true duplicates, so I reject all of them.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue truly represents the cluster as a duplicate set; if forced to pick one representative, issue 43873 is the broadest/high-signal runtime bug with the most external activity and is the closest recurring theme here (offloading/quantization/loading).", + "summary": "This cluster is heterogeneous: training-loop bugs, tokenizer regressions, model-loading/offload failures, multimodal processor issues, and save/pretrained serialization problems. None of the soft pairs look like true duplicates or the same concrete fix target.", + "confidence": 0.92, + "canonical_issue_reason": "No single true duplicate anchor stands out; issue 45701 is the broadest and most cross-referenced report, centered on a version-wide tokenization regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best standalone representative because it is open, has notable discussion/inbound references, and is actionable; the others are too disparate to merge into it as duplicates.", + "best_issue_reason": "Issue 45701 is the best umbrella representative for this cluster because it is general, externally referenced, and closest to the recurring tokenizer/version-regression theme seen in a few nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "BLIP2 dtype persistence on load vs Trainer checkpoint-resume max_steps calculation; different subsystems and failure modes." + "reason": "Trainer compute_loss signature bug vs inability to run a parallel training script; different failures and fixes." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving model state, but one is tied lm_head serialization and the other is incorrect visual encoder keys for Qwen3.5; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs Qwen3Moe FP8 config failure; unrelated trainer API vs quantization issue." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early stopping metric resolution." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for one model family vs tokenizer loading failure for another; too different to be the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenizer version-regression; different subsystem and failure mode." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on a model/eval setup is not the same concrete issue as a tokenizer behavior change." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different Sam3 problems: dummy Conv2d in the pixel decoder vs missing text encoder weights." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload not working vs disabling mmap to avoid OOM; related only at a high level." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs a 3d_parallel.py runtime problem; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA bug for Bamba vs packed-weight unpacking during accelerate loading for BitNet; different concrete code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Gemma3n forward variable collision vs Gemma4 PLE device mismatch during forward; different models and root causes." + "reason": "dtype handling in Blip2 loading vs max_steps miscalculation on resume; unrelated trainer/model-loading bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained visual encoder key regression; unrelated code paths." + "reason": "Both concern model save/load integrity, but Mistral3 tied weights and Qwen3.5 visual encoder keys are distinct issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs Bark CPU offload device mismatch; same broad runtime area, but not the same bug." + "reason": "Different device/compile/offload failures for different models and mechanisms." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom code accessing processor.tokenizer regression vs tokenization changes across versions; the former is an API break, the latter is a general behavioral change." + "reason": "Processor.tokenizer regression is not the same as a broad tokenization-change report; the affected API surface is different." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward vs Gemma4 PLE device mismatch; separate model-family bugs." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs OmDet-Turbo processor image-size mismatch; different processor logic." + "reason": "Tokenizer crash on layout/NER inputs vs processor image-size mismatch; different components and fixes." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo outputs wrong resolution vs Perceiver interpolate_pos_encoding failure; different models and fixes." + "reason": "One is an OmDet processor resizing bug, the other a Perceiver interpolation failure; not the same underlying issue." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Continuous-batching multimodal serving crash from a string `.to` call vs Gemma4Processor missing `_tokenizer`; different serving/processor defects." + "reason": "FineGrainedFP8Config failure vs dequantized model offload/load failure; both loading-related but not the same bug." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload; both loading-related but distinct." + "reason": "Serve crashes in multimodal inference, but the observed attribute errors and processor objects differ." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; completely different issues." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel execution problem." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "trust_remote_code cache-path collision vs save_pretrained permission propagation; unrelated save/cache behaviors." + "reason": "Cache-path collision for trust_remote_code vs read-only permission propagation during save_pretrained; distinct issues." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Qwen3Moe FP8 failure vs kernels package import requirement for transformers.pipelines; different dependencies and failures." + "reason": "Different distributed-training problems on different model families; too broad to merge." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE tensor-parallel-only issue; different parallelism/device-map problems." + "reason": "Quantization/config load failure is unrelated to kernels package import/version requirements." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after 5.0 update; different config/model bugs." + "reason": "Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig; different config bugs." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection bug vs Qwen2-VL multi-GPU training request; not the same underlying problem." + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; unrelated trainer concerns." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM prediction regression vs Qwen3.5 recurrent state reset in cache; different models and code paths." + "reason": "CamemBERT masked LM regression vs Qwen3.5 recurrent-state caching bug; different model logic." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch vs Qwen3 device-map cudaErrorAssert; unrelated trainer vs inference/runtime bugs." + "reason": "Trainer API incompatibility vs multimodal multi-GPU training; not a duplicate." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on padding/NER vs MLukeTokenizer AttributeError on tasks; different tokenizers and symptoms." + "reason": "Two different tokenizer AttributeErrors on different tokenizers and tasks; similar symptom only." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT fast processor label reduction bug vs glm-4v-9b loading failure; unrelated processor vs model-loading issues." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault on load; same broad loading area but different models/root causes." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs GPTNeoXConfig rotary_pct not persisting; different config fields and behaviors." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early stopping metric handling vs void segmentation-map processing; no overlap in code path." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs Qwen3VL weight_only loading error; different modalities and failure points." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS CLIP bus error vs progressive generation with inputs_embeds/past_key_values; unrelated runtime bugs." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing vs BarkProcessor voice_preset; different processors and model families." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading issue vs T5 apex FusedRMSNorm memory leak; distinct bugs despite both being runtime performance-related." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba torch.compile SDPA failure vs BigBirdTokenizer special-token registration/empty decode; different subsystems." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Bark CPU-offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; both load-time problems, but not the same bug." + "reason": "Qwen3Moe FP8 config issue vs Llava Next load segfault; different model/load paths and failure modes." } ] }, @@ -4714,26 +4796,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ + "issue:28530", "issue:29159", + "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", "issue:36032", - "issue:39692", "issue:41720", "issue:42490", + "issue:43316", "issue:43329", - "issue:43381", "issue:43388", - "issue:43421", "issue:43531", + "issue:43540", + "issue:43550", "issue:43606", "issue:43653", + "issue:43720", "issue:43746", - "issue:43844", - "issue:43927", + "issue:43782", + "issue:43873", "issue:44062", "issue:44077", "issue:44368", @@ -4741,14 +4827,10 @@ "issue:44451", "issue:44492", "issue:44509", - "issue:44514", - "issue:44545", "issue:44589", - "issue:44610", "issue:44625", "issue:44898", - "issue:44918", - "issue:44936", + "issue:44913", "issue:44987", "issue:44991", "issue:45042", @@ -4758,249 +4840,252 @@ "issue:45406", "issue:45464", "issue:45479", - "issue:45588", "issue:45701", + "issue:45704", "issue:45759", "issue:45859", - "issue:46050", "issue:46402" ], "soft_pairs": [ + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", "issue:29159|issue:36032", "issue:44387|issue:45701", - "issue:43388|issue:45059", "issue:44492|issue:44509", + "issue:43388|issue:45059", "issue:41720|issue:43746", "issue:43531|issue:45759", "issue:42490|issue:43329", "issue:43606|issue:43653", "issue:45406|issue:45464", "issue:34634|issue:41720", - "issue:45357|issue:46402", "issue:34567|issue:35707", + "issue:45357|issue:46402", "issue:43531|issue:44589", "issue:44451|issue:44991", "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:44625|issue:45479", "issue:44898|issue:45072", - "issue:45588|issue:45759", "issue:44062|issue:44451", - "issue:44987|issue:45042", "issue:44368|issue:45357", - "issue:44514|issue:44545", - "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:44918|issue:44936", - "issue:43421|issue:43927", - "issue:43746|issue:46050" + "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "81393a9cb0b6612587d56375bcfc74ba391cc8a03c8299008774014e4befb686", + "prepared_review_unit_hash": "d26857f14963bc2197cc2f45eb492bf83fc23aada4c0ef153300f696ae2dae1f", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36455, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36052, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly an unrelated collection of issues, with one high-confidence duplicate/near-duplicate pair: 44514 and 44545. The rest of the soft pairs are best kept separate.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44514 is the best canonical representative of the strongest pair in the cluster: 44514 and 44545 have identical titles and closely matching metadata. The packet supports a high-confidence duplicate/near-duplicate call, but not a body-level proof of exact duplication.", + "summary": "This cluster is highly heterogeneous; most soft links are topical similarities rather than true duplicates. The only repeated pattern is broad transformer/model-loading/config regressions, but the concrete bugs differ across code paths and models.", + "confidence": 0.21, + "canonical_issue_reason": "No single issue is a strong canonical for this mixed cluster; if one representative is needed, issue 45759 is the broadest config-handling bug affecting composite Qwen multimodal models.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the best issue to anchor the cluster because it is part of the only strong duplicate pair and is slightly earlier. That said, 44545 would be an equally plausible representative for the same near-duplicate report.", + "best_issue_reason": "Issue 45759 is the best available anchor because it is the most cross-cutting and least model-specific among the set, but it still does not unify the cluster into one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are tokenizer-related, but the failures are different: slow/fast inconsistency vs T5Tokenizer load-time attribute conflict." + "reason": "Both are config/serialization complaints, but they affect different configs and failure modes; not the same bug." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Different bug classes: int4 memory regression versus a tokenization-behavior change report." + "reason": "Early stopping metric selection and image processor segmentation handling are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video-input processing error and the other is a from_pretrained weight_only load error." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP bus error on macOS and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload OOM and T5 RMSNorm memory leak are distinct problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice preset handling are different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Different components and symptoms: distributed metric gathering label loss vs SAM3 prompting/box behavior." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same underlying issue." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 tokenizer attribute conflict are separate tokenizer bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and version-dependent tokenization changes do not match." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A docs typo in cache strategies is unrelated to deprecated pipeline-task documentation content." + "reason": "These are both docs-related, but one is a typo and the other is stale pipeline-task documentation." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels; SAM3 text/box behavior is a different multimodal bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model/runtime problems: Qwen3 auto device mapping CUDA assert vs GraniteSpeech local checkpoint loading with PEFT adapters." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech local-checkpoint loading are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen, but these are distinct config/code-path issues: sliding_window vs from_config text_config unwrapping." + "reason": "Sliding-window behavior in Qwen3-MoE and unwrapping text_config for composite Qwen configs are different failures." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warnings and a video-token counting NameError are unrelated." + "reason": "Trailing-slash import warning and undefined video-path helpers in multimodal token counting are unrelated." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark and BigBirdTokenizer special-token registration are separate bugs." + "reason": "Offload device mismatch and BigBirdTokenizer special-token registration are different subsystems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failures." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failures are different bugs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are separate model-specific issues." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping target unrelated models and code paths." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained visual-encoder keys and the other is missing text-encoder weights on load." + "reason": "TrainerState token counting and progressive generation with past_key_values are unrelated." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated failures." + "reason": "Saving incorrect visual encoder keys and loading Sam3Model text encoder weights are different multimodal save/load issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and Float8 storage lookup failures do not share a code path." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they point to different models and likely different tokenizer/config breakages." + "reason": "These are separate load failures for different models and likely different root causes." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5/Qwen3.6 issues: config unwrapping vs CPU-offload rotary embedding incompatibility." + "reason": "Both are Qwen3.5-family issues, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration problems." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Shared theme of labels is too broad; one is Qwen3.5 config propagation, the other is a generic zero-loss classification bug." + "reason": "Num-label propagation and degenerate zero-loss classification are both classification-related, but they are different concrete bugs." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution interpolation and bfloat16 dtype mismatches are different inference bugs." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "A flash_attention sink-less-model crash is unrelated to Qwen multimodal config unwrapping." + "reason": "Perceiver image-resolution failure and bfloat16 dtype mismatch are different runtime problems." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument handling and a specific model load failure are not the same defect." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Loading a specific model and PIL backend processors requiring torchvision are different regressions." + "reason": "AddedToken keyword duplication and ScandiBERT loading failure are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These are effectively the same reported crash: identical titles and matching Qwen2_5_VLProcessor batched padding=False failure." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 docs errors and OmDet-Turbo processor/model size mismatch are different problems." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient growth under ZeRO-3 are separate training issues." + "reason": "A Qwen3.5 LoRA warning about tie_word_embeddings and incorrect visual-encoder key saving are different issues." }, { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "TRL SFT unpacking of Qwen3.5 embeddings and trainer.evaluate() after trainer.train() are unrelated workflows." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Tokenizer post-processor updates and DiaConfig losing custom token IDs on save/load are adjacent but distinct defects." - }, - { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Local checkpoint loading for adapters and sinq quantization save/load corruption are different persistence paths." + "reason": "Model loading for physical-intelligence/fast and PIL backend requiring torchvision are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The soft-edge rejections are generally conservative and grounded in the packet, but the canonical verdict overstates the evidence. The packet only shows that 44514 and 44545 have identical titles and similar metadata; it does not establish an exact duplicate or the same reproduction context. Please soften that to something like \"high-confidence duplicate/near-duplicate based on identical titles\" unless you have body-level or explicit-link evidence. Likewise, \"only true duplicate pair\" is a bit stronger than the packet alone supports." - }, - "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 }, @@ -5015,7 +5100,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:30064", "issue:36010", @@ -5023,35 +5108,35 @@ "issue:41720", "issue:42886", "issue:43295", - "issue:43335", + "issue:43381", "issue:43421", "issue:43531", "issue:43540", "issue:43550", "issue:43596", "issue:43618", - "issue:43643", "issue:43645", "issue:43653", "issue:43697", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", "issue:43819", + "issue:43844", "issue:43873", "issue:43927", "issue:43994", - "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44488", - "issue:44661", + "issue:44514", + "issue:44545", + "issue:44610", "issue:44671", "issue:44843", - "issue:44877", - "issue:44898", + "issue:44918", + "issue:44936", "issue:45072", "issue:45081", "issue:45356", @@ -5059,274 +5144,270 @@ "issue:45704", "issue:45759", "issue:45834", - "issue:45859", "issue:45907", "issue:45923", "issue:46032", + "issue:46050", "issue:46294", "issue:46463" ], "soft_pairs": [ + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44918|issue:44936", "issue:45704|issue:45923", "issue:41720|issue:45704", - "issue:45704|issue:45859", + "issue:43746|issue:46050", + "issue:43381|issue:45704", "issue:43531|issue:43645", - "issue:46032|issue:46463", "issue:42886|issue:44843", - "issue:43782|issue:45381", + "issue:46032|issue:46463", "issue:43421|issue:43653", - "issue:39692|issue:43873", "issue:45759|issue:45923", + "issue:39692|issue:43873", + "issue:43782|issue:45381", "issue:43994|issue:44671", "issue:43746|issue:43873", "issue:43421|issue:44186", "issue:30064|issue:36010", "issue:45081|issue:45356", - "issue:43596|issue:44220", "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:45356|issue:45907", - "issue:43540|issue:46294", + "issue:43653|issue:43720", + "issue:43596|issue:44220", "issue:43295|issue:45834", - "issue:44220|issue:44661", - "issue:43618|issue:43697", + "issue:43540|issue:46294", "issue:43550|issue:45072", - "issue:44062|issue:44488", "issue:43550|issue:43927", - "issue:44186|issue:44898", - "issue:43531|issue:43643", - "issue:43653|issue:43819", - "issue:43643|issue:44877", - "issue:43540|issue:44008", - "issue:43335|issue:43756" + "issue:43618|issue:43697", + "issue:44062|issue:44488" ], - "prepared_review_unit_hash": "7148f035faa5485e0d282e795679213e494f8d70deabefbbe5db861d42a147cc", + "prepared_review_unit_hash": "d1bd1c6ec11f8bbef9483c8b2250019770e9b0a7cedce0b53e287bdc3c3e0ae3", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37700, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs cover unrelated tokenizer, multimodal, config, offload, quantization, and model-specific regressions. I did not find any convincing duplicate issue/PR pairings.", + "summary": "This cluster is mostly a loose bundle of unrelated Transformers bug reports across tokenizers, multimodal processors, quantization, and training. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash pair (44514/44545).", "confidence": 0.93, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:44514 is the better canonical report: it is earlier, more detailed, and issue:44545 appears to be the same batched-input/padding=False crash with a near-identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the clearest, most actionable regression: it names the failing path (_patch_mistral_regex), the trigger (HF_HUB_OFFLINE), and the failure mode is concrete and reproducible.", + "best_issue_reason": "issue:44514 is the strongest issue candidate overall because it cleanly represents the only true duplicate pair in the cluster and has the most detailed problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different failures: gradient checkpointing in eval mode vs a ZeRO-3 training gradient growth issue." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 doc/example mismatch vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same concrete failure: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both tokenizer/config related, but different code paths: runtime post-processor update vs save/load custom token IDs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer issues: unpacking Qwen3.5 embeddings in SFT vs evaluate() failing after train()." + }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different problems: T5/apex RMSNorm memory leak vs missing gradient_checkpointing flag on a trust_remote_code model." + "reason": "Different problems: T5 apex RMSNorm memory leak vs a missing gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping cuda assert vs T5 apex memory leak." + "reason": "Completely different subsystems and symptoms: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Same general area of model execution, but different concrete bugs and code paths: T5 RMSNorm leak vs Qwen3_5 MoE CPU offload incompatibility." + "reason": "Different load/save issues: PEFT adapters failing from local checkpoints vs sinq quantized model reload broken." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Distinct issues: Qwen3-MoE sliding_window behavior vs Jupyter custom-model initialization breakage." + "reason": "No overlap in concrete bug: eval-mode gradient checkpointing vs T5 RMSNorm leak." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Different model and layer: Mamba2 use_cache correctness bug vs T5 decoder-input validation error message." + "reason": "Different models and failures: Qwen3-MoE sliding_window vs custom models in Jupyter notebooks on Transformers 5.0.0." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is an explicit model_info call in _patch_mistral_regex; not the same bug." + "reason": "Both involve offline/tokenizer loading, but the concrete bugs differ and the titles point to different failure points." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both are Qwen VL/video-related, but one is a weight_only from_pretrained failure and the other is incorrect vision_position_ids for video input." + "reason": "Unrelated: Mamba2Mixer cache correctness vs T5 decoder-input validation error messaging." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Tokenizer-related, but not the same defect: runtime special-token/post-processor updates vs BigBird mask token registration." + "reason": "Both touch token special handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different issues: composite Qwen config unwrapping vs missing gradient_checkpointing support." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Unrelated: SigLIP2 doc/model mismatch vs offloading behavior with quantization." + "reason": "Different topics: SigLIP2 docs/model mismatch vs quantization offloading behavior." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen config bugs: unwrapping text_config vs missing supports_gradient_checkpointing." + "reason": "Both VL-related, but one is weight_only loading and the other is video vision_position_ids correctness." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-output correctness reports, but for different models and failure modes (SigLIP2 pipeline outputs vs CamemBERT masked LM)." + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different code paths: GraniteSpeech PEFT local checkpoint loading vs quantization/offloading behavior." + "reason": "Different bugs: PEFT local checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both tokenizer issues, but one is special-token/post-processing updates and the other is NER/padding/truncation crashes." + "reason": "Different tokenizer bugs: post-processor refresh at runtime vs LayoutLMv2 batching/NER crashes." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: void segmentation-map processing vs GenerationMixin import failure." + "reason": "Completely unrelated: image processor segmentation maps vs a GenerationMixin import error." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention mistral-regex/tokenizer handling, but one crashes on backend_tokenizer access and the other is a codec/regression warning issue; not the same underlying bug." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different subsystems and symptoms: deepspeed zero3/BertModel index error vs _torch_extract_fbank_features()." + "reason": "Related tokenizer-regex area, but not clearly the same underlying bug; one is a crash, the other a codec/regression/warning issue." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different problems: BitNet packed-weight loading vs DAC.from_latents / missing STE mismatch." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Different failures: tokenizer special-token registration vs BitNet accelerate loading of packed weights." + "reason": "Different model internals: unpacking packed BitNet weights vs DAC STE mismatch." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated: tokenizer codec regression vs list_repo_files not forwarding revision in CI." + "reason": "Different bug classes: tokenizer regex/codec regression vs list_repo_files revision forwarding." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both concern video input, but they affect different Qwen models and fail in different parts of the pipeline." + "reason": "Different failures: BigBird special-token registration vs BitNet packed-weight loading." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Different regressions: processor.tokenizer/custom image-token handling vs long OCR input index error in Kosmos2.5." + "reason": "Unrelated runtime errors: deepspeed/zero3 BertModel index issue vs audio fbank feature extraction." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Unrelated: feature-extraction helper issue vs add-new-model-like failure inside TOKENIZER_MAPPING_NAMES." + "reason": "Different models and symptoms: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Different model outputs and likely different causes: CLIPOutput attentions regression vs RTDetrV2 output changes." + "reason": "Both are video-input issues, but they affect different Qwen models and different failure points." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different concrete bugs: Bamba torch.compile+SDPA failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel bfloat16 inference." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Both tokenizer-related, but one is AddedToken argument collision and the other is a model-loading failure for cjvt/sleng-bert." + "reason": "Different model/dtype/compile problems: Bamba-9B-v2 SDPA torch.compile vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated model/runtime issues: Bamba compile/SDPA vs DiaConfig token ID persistence on save/load." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "Different models and failures: LayoutLMv2 tokenizer crashes vs Perceiver non-default-resolution image classification." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Different areas: Qwen3-MoE sliding_window vs AutoConfig trust_remote_code returning missing fields." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Completely different bugs: BigBirdTokenizer special-token behavior vs DAC latent reconstruction mismatch." + "reason": "No overlap: compile/SDPA failure vs save/load custom token IDs causing generation IndexError." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both involve config loading, but one is missing fields from AutoConfig and the other is strict config blocking granite_speech; not the same issue." + "reason": "Different regressions: CLIPOutput attentions field removal vs RTDetrV2 output differences." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask name collision." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "Different model/config regressions: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + "reason": "Different tokenizer problems: AddedToken argument collision vs failing to load a specific model." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:44514 / issue:44545, and the other soft-edge rejections are consistent with the titles and bodies in the packet. I don\u2019t see any overstatement that would warrant rejection." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5341,7 +5422,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:30064", "issue:34634", @@ -5350,40 +5431,40 @@ "issue:39692", "issue:41720", "issue:43322", + "issue:43335", "issue:43388", + "issue:43531", "issue:43540", "issue:43550", - "issue:43577", "issue:43582", "issue:43606", + "issue:43643", "issue:43644", + "issue:43653", "issue:43716", "issue:43749", - "issue:43782", - "issue:43818", + "issue:43756", "issue:43819", - "issue:43825", "issue:43950", - "issue:43994", "issue:44008", "issue:44186", + "issue:44220", "issue:44442", "issue:44448", "issue:44479", "issue:44485", "issue:44509", + "issue:44661", "issue:44671", - "issue:44805", "issue:44821", "issue:44843", - "issue:44936", - "issue:44977", + "issue:44877", + "issue:44898", "issue:44991", "issue:45072", "issue:45081", "issue:45084", "issue:45183", - "issue:45381", "issue:45479", "issue:45584", "issue:45685", @@ -5393,210 +5474,224 @@ "issue:46512" ], "soft_pairs": [ - "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43335|issue:43756", "issue:43550|issue:43819", + "issue:30064|issue:36331", + "issue:43540|issue:44008", "issue:41720|issue:44991", "issue:44843|issue:45081", "issue:44821|issue:45084", - "issue:43322|issue:45685", "issue:39692|issue:45834", + "issue:43322|issue:45685", "issue:44186|issue:44442", - "issue:43388|issue:46032", - "issue:43950|issue:45987", - "issue:45584|issue:45834", "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43388|issue:46032", "issue:43716|issue:44008", + "issue:43950|issue:45987", "issue:43582|issue:46512", - "issue:43644|issue:43749", - "issue:45183|issue:45479", "issue:43606|issue:45072", - "issue:44485|issue:44509", "issue:34634|issue:36010", - "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:44805|issue:44936", - "issue:43540|issue:45381", - "issue:43782|issue:44977", - "issue:43825|issue:43994" + "issue:44485|issue:44509", + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "0ab946a40abaf98d47f6012b0419d4206e968a2ecf29f86bf6991cff39b7a45d", + "prepared_review_unit_hash": "4c07532d146920014a1babec6eef377641350a8254407d08abaa210565dee58c", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35524, - "estimated_input_tokens": 8881, - "estimated_eval_tokens": 18018 + "soft_pair_count": 27, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most soft-similarity links connect unrelated bugs across different models, subsystems, or failure modes. I do not see any true duplicate pair worth merging.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 43950 is the strongest representative: a concrete core loading regression in `from_pretrained()` with clear reproduction and broad Transformers 5.x impact.", + "summary": "This cluster is largely a false positive: the items span unrelated models, processors, loading paths, training utilities, and docs regressions. None of the soft pairs look like the same underlying bug/change, so I would reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43950 is the strongest representative because it describes a broad, self-contained core loading regression with clear impact. That said, the set is too heterogeneous to have a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best standalone issue: it is specific, reproducible, and impacts a central loading path rather than a model-specific edge case.", + "best_issue_reason": "Issue 43950 is the best standalone triage candidate: it is a concrete transformers regression, affects a core API (`from_pretrained`), and is easier to route/fix than the more specialized or doc-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Different subsystems: image segmentation map processing vs Trainer loss signature handling." + "reason": "Different subsystems and failures: audio feature extraction vs add-new-model script/model-mapping logic." }, { - "left": "issue:43550", + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and code paths: LayoutLMv2 tokenizer crash vs Perceiver image classification positional-encoding issue." + }, + { + "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Unrelated failures in different models/code paths: torch.compile SDPA vs DAC latent decoding." + "reason": "Tokenizer special-token registration bug vs DAC latent/STE mismatch; not the same defect." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Different bugs: device-mapping CUDA assert vs tokenizer loading failure." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig trust_remote_code field loss." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Same Mistral patch area, but distinct bugs: offline `model_info()` access vs missing `backend_tokenizer` attribute." + "reason": "Both involve config loading, but one is missing fields from remote code and the other is strict config rejection for granite_speech; different bugs." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "No shared underlying bug; image processor URL loading and template compilation error are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are distinct model setup bugs." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Different model/runtime issues: Llava Next load crash vs MPS histogram on Int." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents vs forward mismatch." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Docs/model mismatch on SigLIP2 is unrelated to Kosmos2.5 OCR index errors." + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss API mismatch are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Tokenizer crash in NER/padding is not the same as AutoTokenizer failing to load a FastSpeech2 tokenizer." + "reason": "Video input parsing in Qwen3OmniMoe and Gemma3n forward variable collision are different code paths and error causes." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different training/runtime bugs: metric gathering tuple handling vs Mamba2 cache correctness." + "reason": "Auto device-mapping cuda assert on Qwen3 and tokenizer-loading failure for est-roberta are unrelated regressions." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both involve loading/state contracts, but one corrupts non-persistent buffers while the other returns the wrong type for cache length." + "reason": "Same helper name, but different failures: unconditional hub lookup offline vs backend_tokenizer AttributeError under fix_mistral_regex." }, { - "left": "issue:45584", + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a concrete bug." + }, + { + "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: Whisper empty transcription vs long OCR input index error." + "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 long-ocr index errors." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different root causes." + "reason": "Llava-next loading segfault and MPS histogram Int kernel error are unrelated failures." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 vs variable-name collision in Gemma 3n." + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to stale `config.dtype` after `from_config()`." + "reason": "Different models and different regressions: Pegasus output drift vs CamemBERT masked-LM predictions." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Core loading regressions, but one is junk-filled non-persistent buffers and the other is broken FSDP RAM-efficient loading." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation messaging bug is unrelated to the zero-loss classification bug." + "reason": "Input validation messaging/XOR logic is a different problem from zero-loss behavior with num_labels=1." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different mismatch classes and code paths: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "Non-persistent buffer corruption during from_pretrained and FSDP CPU RAM loading breakage are distinct regressions." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + "reason": "Metrics gathering last-batch truncation and Mamba2 use_cache correctness are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "BarkProcessor preset handling and GenerationMixin import failure are unrelated." + "reason": "Image preprocessor dtype mismatch in Mistral-3 is unrelated to Gemma3n variable-name collision." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Video-input regression across Qwen models is unrelated to Kosmos2.5 OCR indexing." + "reason": "One is buffer corruption on loading; the other is a return-type contract bug in StaticCache.get_seq_length()." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Different multimodal issues: BLIP2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing bug." + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different issues." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Mask shape IndexError is unrelated to trainer.evaluate failing after train." + "reason": "CPU offload device mismatch for Bark-small is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both are video-related, but they target different Qwen model families and different failure modes." + "reason": "BarkProcessor voice_preset bug and GenerationMixin import failure are unrelated." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Qwen3VL weight-only load error is not the same as Qwen3.5 flash-attention generation failure." + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale docs mentioning removed pipeline tasks." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Pipeline task-deprecation messaging is unrelated to SigLIP2 nonsensical outputs." + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input failure are different model/input paths." } ] }, @@ -5618,7 +5713,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28218", "issue:29159", @@ -5628,38 +5723,38 @@ "issue:43262", "issue:43421", "issue:43526", + "issue:43540", "issue:43577", "issue:43582", "issue:43653", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", - "issue:44060", + "issue:43994", "issue:44291", - "issue:44368", "issue:44561", - "issue:44589", "issue:44610", "issue:44671", + "issue:44805", "issue:44811", "issue:44857", "issue:44912", + "issue:44936", + "issue:44977", "issue:44991", "issue:45003", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", - "issue:45084", "issue:45325", "issue:45372", + "issue:45381", "issue:45406", - "issue:45538", "issue:45701", "issue:45987", "issue:46192", @@ -5670,217 +5765,224 @@ "issue:46463" ], "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43825|issue:43994", "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:44991|issue:46291", "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43540|issue:45381", "issue:44561|issue:45020", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:43577|issue:43582", - "issue:45987|issue:46192", "issue:28218|issue:29159", + "issue:43577|issue:43582", "issue:43825|issue:43827", + "issue:45987|issue:46192", "issue:43749|issue:44291", "issue:44671|issue:45701", "issue:42175|issue:45081", "issue:43582|issue:44857", "issue:34634|issue:36331", "issue:43782|issue:45325", + "issue:43653|issue:44912", "issue:45003|issue:46285", "issue:43262|issue:43819", - "issue:43653|issue:44912", "issue:43526|issue:43697", - "issue:43742|issue:45020", "issue:45081|issue:45406", - "issue:44589|issue:45042", - "issue:45372|issue:46326", - "issue:45084|issue:45538", - "issue:44060|issue:44368" + "issue:45372|issue:46326" ], - "prepared_review_unit_hash": "7ee10acdeb5d29559196d4afe2ef37253051771fae5698e06bac6beb4b8bfc83", + "prepared_review_unit_hash": "89626ee7fbff3e867ab7712795a90685992a09e4abc269a637352565319bf7e8", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35858, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "soft_pair_count": 27, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer, model-loading, vision/audio, and backend issues are only loosely related by subsystem. No soft pair looks like the same concrete bug or mergeable change closely enough to accept. The broadest representative issue is the remote_code regression report.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set: it captures a general regression affecting recent transformers versions and remote_code models, so it best represents the highest-impact theme here.", + "summary": "The cluster is heterogeneous: most items are distinct tokenizer/processor/model-loading regressions rather than true duplicates. I don\u2019t see any soft edge that clearly shares the same concrete bug or change, so I reject all proposed merges.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45701 is the broadest and most representative tokenizer-related report in this set, with the strongest general framing and the most inbound references among the tokenizer subtheme. The cluster is still too mixed to treat it as a true duplicate anchor, but this is the best issue-level representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone issue candidate because it is general, high-impact, and phrased as an actionable regression rather than a model-specific edge case.", + "best_issue_reason": "45701 is the best overall issue candidate because it is broad enough to represent the tokenizer regression theme that appears repeatedly in the cluster, while remaining issue-formatted and well-scoped compared with the more specific bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: BLIP2 dtype loading mismatch vs Video-LLaVA temporal-attention/weight-sharing problem." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs concern; the other is model output correctness with pipeline/AutoModel. Not the same bug." + }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenization/processor behavior, but one is runtime special-token post-processor updates and the other is Whisper batch_decode skip_special_tokens handling; different code paths and symptoms." + "reason": "TokenizersBackend post-processor update at runtime vs Whisper batch_decode skip_special_tokens behavior. Related area, not same defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading failure for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and pipelines import failure are unrelated concrete bugs despite both touching transformers internals." + "reason": "Tokenizer load failure for one model vs transformers.pipelines import failure due to kernels dependency constraints." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated model families and failure modes." + "reason": "Different code paths: Qwen3.5 video chat-template feature mismatch vs T5 decoder input validation error message." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they describe different models and different failure modes." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but they point to different underlying regressions and fixes; too broad to merge." + "reason": "Both involve remote_code breakage in v5, but one is a specific removed API and the other is a broad umbrella report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different bugs in different components." + "reason": "Processor input-size mismatch is unrelated to dtype mismatch in bfloat16 inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading in BitNet and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Packed-weight unpacking during loading is a different problem from dtype mismatches." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "BLIP2 dtype-loading bug and Apple Silicon caching allocator TypeError are unrelated." + "reason": "Potentially related tokenizer behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "StaticCache return-type contract and return_tensors being ignored are different API bugs." + "reason": "BLIP2 dtype persistence and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Both concern tokenizer behavior, but one is an added-token spacing bug while the other is a slow/fast tokenizer inconsistency; not clearly the same defect." + "reason": "Error-message behavior vs outdated docs references; same area, different change requests." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Error-message wording and documentation cleanup around pipeline v5 removals are related only at a broad migration level, not the same change." + "reason": "StaticCache return type contract issue vs return_tensors being ignored. Different API bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP RAM-efficient loading and init_empty_weights `_is_hf_initialized` argument handling are distinct loading regressions." + "reason": "FSDP CPU RAM efficient loading regression is not the same as init_empty_weights receiving an unexpected argument." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are too loosely connected to be the same bug." + "reason": "CamemBERT masked-LM prediction regression is not the same as a generic tokenization-change report." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backends issue and Mistral regex patch crash are unrelated." + "reason": "Backend install dependency problem vs Mistral regex patch crash. No shared code-path bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are different platform/runtime failures." + "reason": "Both are runtime errors, but on different platforms and from different subsystems." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss keyword mismatch are unrelated areas." + "reason": "BarkProcessor voice_preset issue and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are different code paths and symptoms." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP model structural inconsistency are separate model-loading/interface issues." + "reason": "Unsafe sys.modules access is a different bug from CLIPTextModel structural inconsistency." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated audio bugs." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization loading are unrelated." + "reason": "Audio chat-template sample-rate defaulting and DAC latents/forward mismatch are different code paths." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different vision bugs." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM key error may be a loading regression, but it is not clearly the same remote_code bug as the broader sys.modules issue." + "reason": "BeitImageProcessorFast reduce_labels bug is not the same as RTDetrV2 output differences in v5." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different tokenizer/processor failures." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different loading failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 processor import failure via mistral_common and continue_final_message behavior are distinct mistral_common issues." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template-node compilation TypeError and CLIPTokenizer max-length constant are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings in Qwen models, but one is about a specific incorrect tie across layers and the other is a config warning during LoRA fine-tuning; not the same concrete bug." + "reason": "Gemma 4 mistral_common import failure is unrelated to continue_final_message behavior for mistral_common tokenizers." } ] }, @@ -5902,7 +6004,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36010", "issue:36331", @@ -5910,11 +6012,9 @@ "issue:39692", "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43526", "issue:43531", @@ -5922,7 +6022,6 @@ "issue:43638", "issue:43643", "issue:43645", - "issue:43650", "issue:43696", "issue:43720", "issue:43742", @@ -5931,10 +6030,11 @@ "issue:43854", "issue:43906", "issue:43927", - "issue:43931", + "issue:44060", + "issue:44368", "issue:44387", - "issue:44479", "issue:44554", + "issue:44589", "issue:44610", "issue:44617", "issue:44811", @@ -5942,8 +6042,11 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", + "issue:45084", "issue:45459", + "issue:45538", "issue:45600", "issue:45759", "issue:45803", @@ -5953,238 +6056,231 @@ "issue:46424" ], "soft_pairs": [ + "issue:44589|issue:45042", "issue:43329|issue:45600", - "issue:43906|issue:46209", - "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:45084|issue:45538", "issue:43550|issue:44912", - "issue:43638|issue:44936", + "issue:43526|issue:44554", + "issue:43906|issue:46209", "issue:43452|issue:44991", + "issue:43638|issue:44936", "issue:43257|issue:43329", - "issue:36010|issue:43645", - "issue:36010|issue:36331", "issue:43819|issue:43927", + "issue:36010|issue:36331", + "issue:36010|issue:43645", "issue:42175|issue:46291", - "issue:43531|issue:45042", "issue:43720|issue:44610", + "issue:43531|issue:45042", "issue:38175|issue:44610", - "issue:43746|issue:44811", "issue:44387|issue:44617", + "issue:43746|issue:44811", "issue:39692|issue:44912", "issue:42490|issue:43257", "issue:43854|issue:44977", "issue:43643|issue:45759", + "issue:46421|issue:46424", "issue:43262|issue:44811", "issue:45459|issue:45803", - "issue:46421|issue:46424", - "issue:43329|issue:44479", - "issue:43257|issue:43696", - "issue:43650|issue:43906", - "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:42915|issue:43742" + "issue:43257|issue:43696" ], - "prepared_review_unit_hash": "7b304c2ca9b14c2af305dbcbe1ee324fe276ff6c86a49bb0125ce386d2654de5", + "prepared_review_unit_hash": "d3e6e829b9063dffc4e9ddf57fc9a196760f1adee63ac937dcd47d02d02c7271", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35952, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a broad, mostly heterogeneous semantic cluster of Transformers issues. The soft pairs span unrelated bugs across loading, quantization, video/audio processors, training, and docs; none look like true duplicates. No PRs are present. Issue 43257 is the best single anchor, but only weakly so.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43257 is the most central concrete bug report in the set, with the strongest title-level linkage to several nearby Qwen/Qwen3-MoE loading regressions. That said, the cluster is not a real duplicate group.", + "summary": "This set is mostly a collection of unrelated Transformers issue reports. The soft pairs share broad themes (loading, cache, warnings, quantization), but none look like the same concrete bug/change closely enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest, highest-signal regression in the set: it describes a general remote_code loading breakage that is more central than the narrower model- or feature-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43257 is the best representative issue here: concrete, specific, and the closest thing to a hub among the soft matches, though still not a duplicate of the others.", + "best_issue_reason": "issue:45020 is the best standalone representative because it is actionable, user-facing, and covers a wider class of loading regressions than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: a float8 storage/import error versus an image-processor torchvision dependency regression." + }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token-counting/video-branch undefined-variable bug vs stale auto_mappings reference to removed configs; different code paths and failures." + "reason": "Unrelated bugs in different subsystems: multimodal token counting vs removed auto-mapping config references." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Isolated repro of issue 38071 vs FP8 inference OOM on B200; unrelated model/runtime problems." + "reason": "Both involve loading, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weight warnings, but the specific symptoms and model paths differ enough that they do not look like one duplicate bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs MPS attention correctness issue; no shared underlying bug." + "reason": "Unrelated: template compilation failure versus an overly large tokenizer max_length setting." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs git-oss MXFP4 load fallback; distinct model/quantization paths." + "reason": "Different code paths and failures: torch.compile/SDPA runtime bug versus MXFP4 loading fallback behavior." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "DeepSpeed ZeRO3/non-pretrained Bert IndexError vs trainer.evaluate after trainer.train; unrelated training bugs." + "reason": "Different models and mechanisms: BEiT label reduction bug versus MPS attention correctness issue." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue and an FP8 inference failure on B200 are not the same underlying problem." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file load breakage vs tokenizer loading regression for EMBEDDIA/est-roberta; both loading-related but different root causes." + "reason": "Both are loading-related, but gguf_file breakage and a specific tokenizer failure are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with different triggers; no clear shared code-path bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is accelerate+deepspeed weight conversion and the other is video token counting undefined vars." + "reason": "Separate Qwen/deepspeed loading issue versus a multimodal token-counting bug." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "GenerationMixin import error vs custom models breaking in Jupyter on Transformers 5.0; unrelated issues." + "reason": "Different model families and failure modes: DAC latent mismatch versus DiaConfig token-ID persistence." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin vs unexpected compute_loss kwarg in CustomTrainer; different APIs and failures." + "reason": "Import path regression and trainer API signature change are unrelated." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "DAC.from_latents mismatch with missing STE vs DiaConfig losing custom token IDs after save/load; unrelated bugs." + "reason": "Both are API-breakage reports, but one is a GenerationMixin import issue and the other is custom-model initialization in notebooks." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow in torch extra vs kernels v0.15 import requirement change; separate dependency/import problems." + "reason": "Packaging/backend selection issue versus pipeline import failing on a kernels dependency requirement." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs PIL backend image processors requiring torchvision; unrelated subsystems." + "reason": "Packed-weight loading bug versus a processor/model input-size mismatch; unrelated." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "BitNet packed-weights loading bug vs OmDet processor/model input-size mismatch; not the same failure mode." + "reason": "Different domains: Qwen3-MoE sliding-window handling versus PIL image-processor dependency requirements." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs OmDet 640px/224px mismatch; different model families and causes." + "reason": "Different model-specific correctness issue versus an OmDet-Turbo preprocessing size mismatch." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "GraniteSpeech local checkpoint/PEFT loading issue vs Whisper batch_decode ignoring skip_special_tokens; unrelated." + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM report." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Quantization-reserved-memory regression vs model-specific CUDA OOM; both OOMs, but not the same bug." + "reason": "PEFT/local-checkpoint loading bug and Whisper batch_decode token handling are unrelated." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs example errors for SigLIP2 vs MXFP4 quantization fallback on git-oss; different artifacts and code paths." + "reason": "Both involve model loading/quantization examples, but they are different models and failure modes." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path import warning vs Qwen3-MoE accelerate/deepspeed loading; unrelated." + "reason": "Slash-path import warning and Qwen3 MoE weight conversion are unrelated loading bugs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure vs Qwen3.5 flash-attention generation issue; different models and defects." + "reason": "Different model-specific generation/loading failures with no shared concrete code path." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code config field loss vs from_config not unwrapping text_config; both config-loading issues but distinct bugs." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Audio apply_chat_template sample-rate default bug vs Whisper batch_decode special-token handling; unrelated processor behavior." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer error masking when protobuf is missing vs bare except in FuyuBatchFeature; both exception-handling issues, but different components and semantics." + "reason": "Both touch config handling, but one is trust_remote_code field loss and the other is composite multimodal config unwrapping." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill cache lazy-init recompilation vs max_cache_length only honored for Quantized Cache; related area, but different bugs." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Video token-counting undefined variables vs broader video-input regression in v5.3.0; same broad area, not the same underlying defect." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3-MoE weight conversion/loading bug vs GPT-oss-20b OOM; unrelated." + "reason": "Both are cache-related, but one is about lazy initialization causing recompilation and the other about max_cache_length semantics." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "One issue is just a vague text title, the other is an isolated reproduction of issue 38071; no duplicate evidence." + "reason": "Audio chat-template sampling-rate defaulting and Whisper skip_special_tokens handling are different processor bugs." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Video token counting undefined vars vs batched video processor shape bug; same subsystem, but different concrete failures." + "reason": "Both involve overly broad exception handling, but they are distinct code paths and different error surfaces." }, { "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3-MoE weight conversion/loading bug vs Qwen3-VL weight shape mismatch; both Qwen3-family load issues, but not the same code-path problem." - }, - { - "left": "issue:42915", - "right": "issue:43742", + "right": "issue:43696", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure vs MobileLLM key error; unrelated model-loading bugs." + "reason": "Qwen3 MoE loading/conversion issue versus a general GPT-oss OOM report; not the same bug." } ] }, @@ -6206,7 +6302,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28282", "issue:29127", @@ -6215,41 +6311,41 @@ "issue:34567", "issue:34689", "issue:40990", - "issue:41720", "issue:42175", "issue:42915", + "issue:43257", "issue:43317", + "issue:43329", "issue:43404", "issue:43425", + "issue:43450", "issue:43452", "issue:43454", "issue:43525", - "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43650", "issue:43697", "issue:43742", "issue:43749", "issue:43824", + "issue:43906", "issue:43927", - "issue:44062", + "issue:43931", "issue:44291", "issue:44479", - "issue:44560", "issue:44568", "issue:44756", "issue:44821", "issue:44849", "issue:44912", "issue:44987", - "issue:44991", "issue:45042", "issue:45127", "issue:45137", "issue:45356", "issue:45357", - "issue:45381", "issue:45405", "issue:45538", "issue:45701", @@ -6258,262 +6354,252 @@ "issue:46512" ], "soft_pairs": [ + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43650|issue:43906", + "issue:43329|issue:43450", "issue:43606|issue:45859", - "issue:43454|issue:43577", + "issue:42915|issue:43742", "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43454|issue:43577", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:34567|issue:40990", "issue:43525|issue:46291", "issue:29159|issue:34567", "issue:43927|issue:44912", "issue:44568|issue:45356", "issue:44987|issue:45538", - "issue:43425|issue:46291", "issue:43697|issue:45357", - "issue:42915|issue:45538", "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:42915|issue:45538", "issue:28282|issue:34689", "issue:45137|issue:45405", - "issue:43577|issue:46512", - "issue:42175|issue:43824", "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43577|issue:46512", "issue:43452|issue:43582", + "issue:28282|issue:29127", "issue:43317|issue:45538", "issue:43742|issue:44291", - "issue:44849|issue:45701", - "issue:44062|issue:44991", - "issue:28282|issue:29127", - "issue:44479|issue:45381", - "issue:41720|issue:43540", - "issue:43540|issue:44479", - "issue:43540|issue:44560", - "issue:42915|issue:43749" + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "7486b9b96a2511723068adbe9983e3f46917ac9ae69f3792366f72a01ae59edf", + "prepared_review_unit_hash": "ae33743e8565715c06edcd0c783f06d75ca57f417cbbdb466e3894603aeba873", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate links are only loosely related by subsystem/theme and should be rejected as duplicates. The only strong duplicate-like pair is the Qwen video-input regression cluster, where one issue is the broad regression report and the other is a narrower symptom report for the same code path.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broader, more central report covering the Qwen video-input regression across multiple affected variants, including the qwen2_5_vl symptom described in the narrower issue.", + "summary": "This cluster is mostly a loose set of unrelated bug reports; the only noticeable overlap is a small dtype/state-propagation theme, but even those are not the same concrete failure path. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46512 is the cleanest current dtype/state bug report: it is narrowly scoped, has a clear repro, and is the best potential target for nearby configuration/dtype complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best issue to anchor the cluster since it captures the wider regression scope and likely subsumes the more specific qwen2.5-vl video-input failure.", + "best_issue_reason": "issue:46512 is the best issue to anchor the cluster because it is open, specific, and describes a core model-construction state bug more cleanly than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLM regressions, but one is an undefined-variable bug in token counting and the other is a broader video-input regression in different models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes: one is MOE weight conversion with accelerate+deepspeed, the other is a shape-mismatch load error for a specific Qwen3-VL model." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug; one is a stray low-quality issue, the other is a reproduction of a separate tracked problem." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is a missing-variable bug in multimodal token counting and the other is incorrect batched video processor shapes." + }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they describe different models and different failures (device mismatch vs rotary embedding incompatibility)." + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same concrete bug." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both involve multimodal model internals, but one is a weight-tying bug and the other is a dtype-casting bug in a different model family." + "reason": "Both are model-loading failures, but the models and root causes are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading issues, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "One is FSDP CPU-RAM-efficient loading broken; the other is mmap causing OOM on Strix Halo. Different subsystems and symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated: token-count tracking versus perplexity quality on a specific model/dataset." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model internals, but one is untied lm_head weights in Mistral3 and the other is dtype not propagating to a Blip2 model." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different areas and symptoms: init_empty_weights/_is_hf_initialized vs PIL image processors requiring torchvision." + "reason": "TypeError from init_empty_weights is unrelated to PIL backend requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different model loading paths and failures; one is FineGrainedFP8/Qwen3Moe, the other is AutoImageProcessor URL loading." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Unrelated bugs: TrainerState token counting vs perplexity quality on a specific model/dataset." + "reason": "Different bugs: FineGrainedFP8Config failure versus loading AutoImageProcessor from a URL." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: missing pad_token_id on Llama4Config vs pipeline import failing on kernels dependency constraints." + "reason": "No overlap in code path: a missing pad_token_id on Llama4Config versus kernels import/version requirements for pipelines." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "One is save/load token ID preservation, the other is quantization fallback on model loading; different root causes." + "reason": "Different issues: save/load loses custom token IDs versus MXFP4 quantization fallback during model loading." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure modes (special token insertion vs codec/warning handling)." + "reason": "Both are tokenizer regressions, but they hit different models and different tokenizer behaviors." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer issues: model-specific loading failure vs CLIPTokenizer max_length default behavior." + "reason": "Loading failure for a specific model is unrelated to CLIPTokenizer's max_length sentinel bug." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Torch version compatibility and kernels import requirements are distinct problems." + "reason": "Different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained visual-key regression." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different model families and bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mismatch." + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocabulary." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Different issues with no shared failing code path: FP8 config loading vs tokenizer max length constant." + "reason": "Torch version incompatibility is not the same as kernels' version/revision requirement during pipeline import." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both touch tied lm_head/embeddings, but one is a specific Mistral3 weight-tying bug and the other is LoRA merge with extended vocabulary on tied-embedding models." + "reason": "Unrelated model-loading/configuration issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both concern loading, but one is a missing PyTorch dependency error and the other is a model-loading regression for a specific vision model." + "reason": "ImportError for missing PyTorch is unrelated to a model-loading breakage in Llama 3.2 Vision." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Completely different bugs: DeepSpeed ZeRO3 deque error vs an unreleased minimum PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump issue." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both mention dtype, but one is a runtime casting bug for Blip2 and the other is stale config metadata from from_config(dtype=...)." + "reason": "MacOS bus error on a CLIP model is unrelated to TrainerState token counting." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different dependency/installation issues: tensorflow missing from torch extra vs missing Qwen2.5-VL import symbol." + "reason": "TensorFlow backend packaging issue is unrelated to a missing Qwen2_5_VL import." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Unrelated failures: MacOS bus error on a CLIP model vs TrainerState token accounting." + "reason": "Related by dtype handling, but one is an actual model/qformer dtype mismatch on load while the other is config.dtype staying stale after from_config; not the same bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Different code paths and platforms: gguf loading vs Apple Silicon warmup TypeError." + "reason": "Different failures: gguf loading/AutoTokenizer versus an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import versus a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading bug is unrelated to CLIP tokenizer max_length behavior." + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer's model_max_length sentinel." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different load failures: MobileLLM key error vs init_empty_weights unexpected argument." + "reason": "A key error when loading a model is unrelated to init_empty_weights rejecting an unexpected argument." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different tokenizer/model behaviors: Qwen3.5 hidden-states bug vs version-dependent tokenization changes." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer regressions: AddedToken constructor duplication vs est-roberta loading failure." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Both are error-message/loading issues, but one is missing PyTorch and the other is a LayoutLMv3 clarification problem." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen video-input regression; 45381 is a narrower symptom report of the broader v5.3.0 video-input bug in 44479." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Both involve Qwen and runtime failures, but one is cudaErrorAssert under auto device mapping and the other is a video-input ValueError." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Related Qwen multimedia surface area, but different symptoms and code paths; only 44479/45381 is a clear match." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both are video-input bugs, but one is Qwen3OmniMoe input validation and the other is Qwen3-VL embedding StopIteration." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Different models and failures: FP8 config loading vs FSDP CPU RAM-efficient loading." + "reason": "Different tokenizer/model behaviors: Qwen3.5 hidden-states bug versus version-dependent tokenization changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonical/best-issue choice is grounded in the packet: issue:44479 explicitly covers the broader Qwen video-input regression and issue:45381 is a narrower symptom within that scope. The reject/accept calls on the soft pairs are conservative and generally supported by the issue titles; no pair is overstated as a duplicate beyond the available evidence." - }, - "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 }, @@ -6528,7 +6614,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:24643", "issue:27957", @@ -6537,21 +6623,24 @@ "issue:34567", "issue:36331", "issue:38175", + "issue:41720", "issue:42175", + "issue:42915", "issue:43257", - "issue:43404", - "issue:43452", "issue:43493", - "issue:43526", "issue:43531", + "issue:43540", "issue:43577", "issue:43742", + "issue:43749", "issue:43756", "issue:43906", "issue:43994", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", + "issue:44560", "issue:44568", "issue:44589", "issue:44737", @@ -6560,257 +6649,264 @@ "issue:44898", "issue:44964", "issue:44987", + "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45381", - "issue:45405", - "issue:45479", "issue:45488", "issue:45588", - "issue:45600", "issue:45823", "issue:45907", - "issue:45987", "issue:46399", "issue:46463", "issue:46468", "issue:46491" ], "soft_pairs": [ + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:42915|issue:43749", + "issue:43540|issue:44560", + "issue:44479|issue:45381", "issue:24643|issue:29159", + "issue:43540|issue:44479", + "issue:27957|issue:28282", "issue:42175|issue:44488", "issue:38175|issue:44898", - "issue:43493|issue:43994", - "issue:27957|issue:28282", - "issue:44987|issue:45907", "issue:44568|issue:45488", + "issue:44987|issue:45907", + "issue:43493|issue:43994", "issue:44291|issue:44821", "issue:34567|issue:36331", - "issue:44737|issue:46463", "issue:43257|issue:43756", - "issue:43577|issue:45072", + "issue:44737|issue:46463", "issue:44792|issue:44964", + "issue:43577|issue:45072", "issue:44062|issue:45081", "issue:43742|issue:44589", + "issue:43756|issue:46399", "issue:45042|issue:45081", - "issue:43906|issue:46468", "issue:44568|issue:46491", - "issue:44737|issue:45588", - "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:43526|issue:45479", - "issue:43531|issue:44821", - "issue:43404|issue:45987", + "issue:43906|issue:46468", + "issue:44737|issue:45588", "issue:45823|issue:46463", - "issue:45405|issue:45600", - "issue:43452|issue:44488", - "issue:43906|issue:45381" + "issue:43531|issue:44821" ], - "prepared_review_unit_hash": "449c57bb38608fc1950c2e0d26cd5f4e46ab936a724ab46ccbafb2070f6f9321", + "prepared_review_unit_hash": "3401f8517c9c7adb4659846c555320b9241d1a047a6a50901af2511ffe20a6cb", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35870, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "soft_pair_count": 29, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "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 bug reports across tokenizers, model loading, training, and multimodal/model-specific regressions. The soft pairs share surface keywords but do not look like the same underlying bug, so none should be collapsed.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45488 is the strongest representative issue here: it is a concrete, high-signal tokenizer regression with clear user impact and a broad affected family, making it the best anchor for the cluster despite the overall heterogeneity.", + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions; only one soft edge looks like the same underlying bug: the Qwen2.5-VL video-input regression in v5.3.0.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broad parent report for the Qwen2.5-VL/Qwen3-VL/Qwen3.5 video regression, while issue:45381 is a narrower symptom of the same v5.3.0 position-id bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the most actionable and broadly relevant issue in the set, with a specific regression description and enough context to serve as the cluster representative.", + "best_issue_reason": "issue:44479 is the best representative issue here: broad scope, clear regression framing, and it subsumes the one likely duplicate-like follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer failures: AddedToken API misuse vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen3, but one is a device-mapping CUDA assert and the other is a video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal paths: Qwen3OmniMoe video processing vs Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL v5.3.0 video-input regression; 45381 is a narrower symptom of the same wrong position-id logic." + }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error vs slow/fast tokenizer inconsistency; different subsystems and failure modes." + "reason": "Unrelated: DeepSpeed training weight-shape error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video bugs, but they affect different models/code paths and are not the same regression." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue vs missing PyTorch ImportError; unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow-backend packaging complaint vs model-loading failure for a specific tokenizer/model; not the same bug." + "reason": "Packaging/backend dependency issue vs model-loading failure for a specific checkpoint." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are SigLIP2/vision-related, but one is bad probabilities and the other is a non-default-resolution interpolation failure; different code paths." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one reports HF-vs-JAX implementation discrepancy while the other reports bad outputs in AutoModel/pipeline; not enough evidence of one defect." + "reason": "Different vision bugs: SigLIP2 zero probabilities vs Perceiver interpolation failure." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Flash Attention 2/model-specific issue vs a missing PyTorch import error; unrelated." + "reason": "Tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is ByteLevel\u2192Metaspace override." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different targets entirely: a transformers load failure vs a hub helper needing to forward revision." + "reason": "Model load regression vs utility function missing the revision argument." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion and the other is LlamaTokenizer pre-tokenizer overriding; different underlying behaviors and fix locations." + "reason": "Both touch SigLIP2, but one is HF-vs-JAX discrepancy and the other is bad AutoModel/pipeline output." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init argument during model loading vs AutoImageProcessor URL loading; unrelated." + "reason": "init_empty_weights argument mismatch vs loading AutoImageProcessor from URL." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state bookkeeping bug vs custom compute_loss signature breakage; different trainer changes." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "CPU device placement bug in XLNet positional encoding vs T5 decoder-input validation error message; unrelated." + "reason": "Trainer-related, but one is token counting and the other is compute_loss signature breakage." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed vs SmolLM3 RoPE-layer count mismatch; different model-specific regressions." + "reason": "Qwen3 MoE FP8 loading vs Smollm3 RoPE-layer configuration; different bugs." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both mention dtype mismatches, but the affected models and forward paths are different; too broad to merge." + "reason": "XLNet CPU device placement bug vs T5 decoder input validation error message." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure vs Phi-4 multimodal model loading failure; different symptoms and likely different fixes." + "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype bugs in different model families: BLIP2 vs SwitchTransformers/TimmWrapper." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken duplicate-special-arg error vs Mistral regex patch crashing on missing backend_tokenizer; both tokenizer issues but not the same bug." + "reason": "Tokenizer API error vs Mistral regex patch crashing on missing backend_tokenizer." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error vs missing Float8 storage type; unrelated loading failures." + "reason": "Different load-time failures: MobileLLM key error vs missing Float8 storage type." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "PIL image-processor torchvision dependency regression vs Mistral tokenizer regex crash; different layers of the stack." + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3.5 kernel registration/decorator crash." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "One is a reproduction of an earlier issue, the other is a Nemotron example failure; no evidence they share the same underlying defect." + "reason": "Image-processor torchvision dependency issue vs tokenizer regex crash." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is encode/decode leading-space handling in CodeLlama; distinct behavior." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU-device bug vs flash_attention sink-less-model AttributeError; unrelated." - }, - { - "left": "issue:43756", - "right": "issue:46399", - "accept": false, - "reason": "RoPE-layer dropping in SmolLM3 vs Qwen3.5 kernel registration crash; different model families and fixes." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both concern Qwen/SmolLM-style positional handling, but one is missing RoPE layers and the other is wrong still-image temporal scaling; not the same code path." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss bug; unrelated." + "reason": "Different Qwen/Smollm bugs; one is model architecture config, the other is Qwen2.5-VL rope scaling." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; unrelated." + "reason": "A reproduction of a prior issue vs a broken Nemotron example; no evidence they are the same bug." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Mistral3 tied-weight bug vs StaticCache sequence-length return-type bug; different components entirely." + "reason": "XLNet positional encoding CPU bug vs flash-attention auxiliary state AttributeError." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device_map mismatch in forward vs T5 decoder validation error message; unrelated." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "PEFT minimum-version packaging problem vs stale auto_mappings config reference breaking CI; different maintenance issues." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Generic gguf_file loading breakage vs inability to load a specific model; both loading-related but not the same underlying bug." + "reason": "Gemma4 device-map mismatch vs T5 decoder validation issue; unrelated." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Reproduction of an earlier issue vs Qwen2.5-VL video position-id bug; unrelated." + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL-loading failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue:44479 over issue:45381 is well supported by the titles: 44479 is the broader v5.3.0 Qwen video regression report, while 45381 is a narrower Qwen2.5-VL symptom. The soft-edge verdicts are also cautious and do not overclaim duplicate relationships." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6825,7 +6921,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:24643", "issue:28282", @@ -6834,24 +6930,23 @@ "issue:35141", "issue:38175", "issue:41762", - "issue:42898", "issue:43295", + "issue:43404", "issue:43452", - "issue:43531", - "issue:43577", + "issue:43526", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43819", + "issue:43906", "issue:44361", "issue:44442", "issue:44466", + "issue:44488", "issue:44493", - "issue:44514", "issue:44625", "issue:44811", "issue:44843", @@ -6866,234 +6961,235 @@ "issue:45372", "issue:45375", "issue:45381", - "issue:45542", + "issue:45405", + "issue:45479", + "issue:45600", "issue:45823", "issue:45920", + "issue:45987", "issue:46050", "issue:46121", "issue:46170", - "issue:46178", - "issue:46463", - "issue:46491" + "issue:46463" ], "soft_pairs": [ - "issue:44625|issue:44877", + "issue:45405|issue:45600", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:43452|issue:44488", "issue:45357|issue:45920", + "issue:44625|issue:44877", + "issue:43906|issue:45381", "issue:44913|issue:46121", "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:24643|issue:29127", "issue:28282|issue:32090", - "issue:41762|issue:44936", "issue:45200|issue:46463", "issue:28282|issue:35141", - "issue:44493|issue:46050", + "issue:41762|issue:44936", "issue:44466|issue:45005", - "issue:43819|issue:44811", + "issue:44493|issue:46050", "issue:43452|issue:44843", - "issue:44361|issue:44442", "issue:43688|issue:43749", - "issue:38175|issue:43295", - "issue:44936|issue:45823", + "issue:43819|issue:44811", + "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:38175|issue:43295", "issue:45372|issue:46170", - "issue:45542|issue:46178", - "issue:43452|issue:43577", - "issue:42898|issue:46491", - "issue:44514|issue:45381", - "issue:43531|issue:43742" + "issue:44936|issue:45823" ], - "prepared_review_unit_hash": "bb9573f7a75d29de0e27f1d9fd432883efd4064e4411b65430975cd9a61d6a51", + "prepared_review_unit_hash": "9347ae4c8cdb5cec449efd5281b0f42f62294897b279df09e66a0d9b61cbb659", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35941, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated issue-level regressions across tokenizers, configs, loading, and trainer behavior. The only plausible duplicate subtheme is tied-weights/save_pretrained behavior in v5.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45005 is the broadest umbrella for the only credible duplicate pair in this cluster (tied-weight serialization regressions in v5); issue 44466 looks like a specific manifestation of that same problem.", + "summary": "This cluster is mostly heterogeneous; most issues are unrelated. The only strong duplicate-like pairs are tied-weight/save_pretrained regressions in v5, plus a Qwen3.5 save_pretrained serialization follow-up.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45005 is the broadest and most central report in the strongest duplicate pair: it describes the underlying tied-weights regression across translation models, while issue:44466 is a more specific symptom of the same serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "45005 is the best representative issue because it captures the broader tied-weights regression theme more cleanly than the narrower symptom report in 44466.", + "best_issue_reason": "issue:45005 is the best anchor for the cluster because it captures the clearest shared code-path bug with the widest scope; most other issues in the cluster are off-topic to that regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different failures: Qwen3.5 num_labels propagation vs strict config loading for granite_speech." + "reason": "Different problems: PEFT version availability vs auto_mappings referencing removed configs." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Different bugs: Qwen3.5 visual encoder key serialization vs tokenizer ID regression across multiple models." + "reason": "Unrelated: tied lm_head weights in Mistral vs StaticCache return type bug." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "One is a reload/defaulting bug; the other is a TypeError in rope validation for JSON-loaded lists." + "reason": "Different symptom and code path: BEiT image processor label reduction vs sequence-classification loss degeneracy." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "BitNet packed-weight loading issue is unrelated to Perceiver position-encoding interpolation." + "reason": "Both are loading failures, but the failing mechanisms and models differ." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "RTDetr output regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + "reason": "Qwen3.5 save_pretrained serialization issue vs a broad AutoTokenizer wrong-token-ID regression." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both involve config fields, but one is generic trust_remote_code loading and the other is a specific strict-field drop in Qwen3_5MoeVisionConfig." + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading of granite_speech config." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Too weakly connected; one is a reproduction of an older issue, the other is a specific qwen2.5-vl video position-id bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Related to rope parameters, but one is config reload defaulting and the other is a TypeError on JSON-loaded validation keys." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Completely different models and failures: BitNet loading vs Perceiver interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they affect different model families and different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic remote-code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field drop." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training error vs LayoutLMv3 error-message clarity; not the same bug." + "reason": "Unrelated: DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and NoneType broadcast in Trainer are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate-after-train failure are different issues." + "reason": "Different failures: missing PyTorch import vs NoneType broadcast in Trainer." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are unrelated." + "reason": "Different model families and different validation bugs." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Environment import error vs tied embedding reinitialization on resize; no shared underlying bug." + "reason": "No shared code-path: missing PyTorch import vs output embedding reinit after resizing." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Position-id key warning and sinq quantization save/load breakage are different failures." + "reason": "Both touch training/loading workflows, but the Gemma3 DeepSpeed ZeRO-3 failure and trainer.evaluate() after train are distinct." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe v5 tied-weights / lm_head serialization regressions; 44466 looks like a concrete symptom of the broader issue in 45005." + "reason": "Same underlying tied-weights/lm_head serialization bug in v5; 45005 is the broader report and 44466 is a specific manifestation." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Different issues: unexpected position-id keys vs quantized-model save/load breakage." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different loading bugs: gguf_file regression vs unconditional model_info() call breaking offline mode." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Separate tokenizer failures with different symptoms and models." + "reason": "Both concern from_pretrained loading, but one is gguf_file support and the other is an offline-model_info call in mistral regex patching." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different subsystems: MoE auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Zero probabilities in SigLIP2 and processor/tokenizer regression in custom model code are different issues." + "reason": "Different inference paths and bugs: DAC latent decoding vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Trainer lifecycle bug vs Gemma4 device_map mismatch during forward; not the same path." + "reason": "Both are tokenizer-related errors, but they affect different tokenizers and failure modes." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer AttributeError are distinct tokenizer issues." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Gemma processor import failure and Windows ROCm torch.distributed dependency issue are different compatibility bugs." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and tensorflow_text backend registry error are separate backend-mapping problems." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + "reason": "Both are tokenizer bugs, but one is BigBird special-token registration and the other is MLuke task AttributeError." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Tokenization cleanup default change and CodeLlama leading-space round-trip regression are not the same defect." + "reason": "Different regressions in different components: SigLIP2 output probabilities vs processor.tokenizer/image passing changes." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Qwen2.5-VL batched chat-template crash and video vision_position_ids bug are different processor paths." + "reason": "Different import/dependency failures in different environments and libraries." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." + "reason": "Trainer lifecycle bug vs Gemma4 device-mapping forward mismatch; no shared root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays mostly conservative. The rejection calls are appropriately cautious, and the single accepted soft edge (44466 \u2194 45005) is phrased as a tentative broader/narrower relationship rather than a hard duplicate claim. I don\u2019t see an obvious overstatement." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is issue:44466 with issue:45005, and the other verdicts appropriately reject weak or unrelated matches without overstating shared root causes." }, "evaluator_used": true, "retried": false, @@ -7112,7 +7208,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:29159", "issue:32090", @@ -7120,16 +7216,16 @@ "issue:33666", "issue:36010", "issue:41720", + "issue:42898", "issue:43295", - "issue:43504", + "issue:43452", + "issue:43531", "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -7140,10 +7236,7 @@ "issue:44479", "issue:44484", "issue:44514", - "issue:44554", - "issue:44561", "issue:44568", - "issue:44610", "issue:44625", "issue:44704", "issue:44734", @@ -7152,257 +7245,246 @@ "issue:44843", "issue:44977", "issue:44991", - "issue:45290", "issue:45356", + "issue:45381", "issue:45440", "issue:45491", + "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", + "issue:46178", "issue:46402", + "issue:46491", "issue:46612" ], "soft_pairs": [ + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43531|issue:43742", "issue:43295|issue:45356", - "issue:44484|issue:44704", + "issue:44514|issue:45381", "issue:43577|issue:43697", "issue:43653|issue:44568", "issue:43646|issue:43749", - "issue:44464|issue:44743", "issue:44843|issue:44991", + "issue:44484|issue:44704", "issue:29159|issue:33357", + "issue:44464|issue:44743", "issue:43688|issue:45704", "issue:43653|issue:43927", "issue:43756|issue:46402", - "issue:43688|issue:45440", "issue:43688|issue:45701", + "issue:43688|issue:45440", "issue:44479|issue:44625", "issue:43550|issue:44361", - "issue:44734|issue:46612", "issue:45491|issue:46002", + "issue:44734|issue:46612", "issue:33666|issue:36010", "issue:44464|issue:44977", "issue:32090|issue:33666", - "issue:43742|issue:44821", "issue:41720|issue:44464", - "issue:44466|issue:46050", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:44514|issue:45290", - "issue:43643|issue:44561", - "issue:43577|issue:44554", - "issue:43504|issue:44610", - "issue:43720|issue:43927" + "issue:43742|issue:44821", + "issue:44466|issue:46050" ], - "prepared_review_unit_hash": "3feda4dc7456d8bd24f7cbbfc6c1504ca128a166ea4e884ccbea7f98d1f02b46", + "prepared_review_unit_hash": "9b540290e8f67d62d0ee133c71e981c54fb200b7ffb0e678c0910f0edc590b3e", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36865, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "soft_pair_count": 28, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers regressions and loading/tokenization issues, not a tight duplicate set. The soft pairs mostly share a subsystem label (tokenizer, model loading, generation, chat templates) but describe different concrete failures, so none are safe to merge as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43646 is the broadest umbrella bug here: v5.0 breaking custom model initialization. It best represents the cluster\u2019s recurring theme of version-induced loading/custom-code regressions.", + "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading failures, generation/cache bugs, backend/runtime issues, and a few vision-language regressions. None of the soft pairs looks like the same underlying bug, so they should stay separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set, so it is the closest thing to a cluster anchor, though the overall set is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is also the best representative issue to keep because it is broad enough to subsume nearby custom-model / trust_remote_code style breakages without being too narrow.", + "best_issue_reason": "issue:45701 has the widest scope among the tokenizer-related items and is the most plausible representative if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related errors, but one is TensorBoard/TensorFlow availability while the other is a tensorflow_text backend mapping failure; different code paths and fixes." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenization output, but 42898 is about the v5 clean_up_tokenization_spaces behavior change, while 46491 is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "AutoTokenizer/gguf loading failures and Blip2 dtype propagation are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are different model-specific loading/training issues." + }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is about processor.tokenizer/images handling and the other is Kimi-K2.5 codec/regex behavior; different bugs and triggers." + "reason": "One is a processor.tokenizer/image-passing regression; the other is Kimi-K2.5 tokenizer codec handling and warning behavior." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Save sharding size behavior and AutoProcessor kwargs forwarding are unrelated code paths." + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype propagation and RTDetrV2 output drift are separate model-level bugs." + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model behaviors." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve special-token behavior, but BigBird mask-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." + "reason": "Both are tokenizer special-token issues, but one is BigBird mask-token registration and the other is BOS/EOS insertion with add_special_tokens." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different loading failures." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failure modes in different parts of the stack." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both concern generation/cache behavior, but compiled chunked generation and recurrent-state reset are distinct issues." + "reason": "Offline model_info access in _patch_mistral_regex and tokenizer loading failure for est-roberta may both hit tokenizers, but they are not the same root cause." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Offline model_info calls in Mistral regex patching and tokenizer loading for est-roberta are not the same bug." + "reason": "save_pretrained shard-size policy and AutoProcessor cached_file kwargs forwarding are unrelated API issues." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error on a CLIP model are unrelated." + "reason": "Tokenizer fast/slow inconsistency and a MacOS bus error on a CLIP model are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled forward chunked generation mismatch and recurrent-state reset with cache are different generation-path defects." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and a T5 RMSNorm memory leak are different problems." + "reason": "Auxiliary-loss normalization and a T5 RMSNorm memory leak are unrelated model implementation bugs." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Missing mask special-token registration and DiaConfig token-ID loss after save/load are unrelated." + "reason": "Special-token registration in BigBirdTokenizer and DiaConfig losing custom token IDs after save/load are different tokenizer/config issues." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are different model-loading/config bugs." + "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are separate model-definition problems." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:45701", "accept": false, - "reason": "Auxiliary loss normalization and DeepSeekV3 implementation divergence are separate issues." + "reason": "Auxiliary-loss normalization is a modeling/math issue, while 45701 is a tokenizer-version regression." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization changes are not the same failure." + "reason": "OLMoE/GPT Oss loss normalization and DeepseekV3MoE implementation divergence are different model bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are different bugs." + "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are distinct config/input-path issues." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and MLukeTokenizer AttributeError are unrelated." + "reason": "torch.compile/SDPA failure in Bamba and an MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both involve cache usage, but serving KV continuation indexing and beam-search cache reorder skipping are different code paths and symptoms." + "reason": "Gemma3 NaNs from sliding-window attention and NaNs in classification heads upon checkout/init are different NaN sources." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Gemma3 mixed-length sliding-window NaNs and classification-head NaNs after checkout/init are unrelated." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in generation are different cache bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and the GenerationMixin import error are separate issues." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked compiled generation and Qwen3.5 flash-attention generation issues are different bugs." + "reason": "Chunked-generation inconsistency with compiled forward and Qwen3.5 flash-attention generation failure are different generation regressions." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer gpu_broadcast NoneType and Qwen2-VL multi-GPU training are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loading paths." + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are unrelated distributed-training issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and chunked generation inconsistency are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit legacy-field loading failure and BitNet packed-weight unpacking failure are separate model-loading problems." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Beit pretrained preset loading and Bamba torch.compile SDPA are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both are apply_chat_template crashes, but one is batched padding=False and the other is tool-call/no-content handling; different edge cases." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "trust_remote_code missing fields and removal of is_torch_fx_available break different parts of custom-model loading." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype retention and MPS attention correctness with mismatched head dims are unrelated." + "reason": "Auto device-mapping cudaErrorAssert and compiled-forward chunked generation are different failure modes." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Legacy field loading and processor image-size mismatch are different issues." + "reason": "MobileLLM key error on load and AutoImageProcessor URL loading are separate loading-path bugs." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Packed-weight unloading and custom token-ID loss are unrelated." + "reason": "lm_head serialization differences by device and sinq quantized model save/load breakage are both persistence-related, but not the same defect." } ] }, @@ -7424,29 +7506,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:36331", "issue:39692", - "issue:43257", "issue:43262", "issue:43278", "issue:43295", - "issue:43299", - "issue:43334", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", - "issue:43575", + "issue:43577", "issue:43606", + "issue:43643", "issue:43646", "issue:43688", - "issue:43701", "issue:43720", "issue:43825", "issue:43844", @@ -7456,17 +7536,19 @@ "issue:44451", "issue:44466", "issue:44488", + "issue:44514", "issue:44554", + "issue:44561", "issue:44568", - "issue:44589", + "issue:44610", "issue:44625", "issue:44843", "issue:44849", "issue:44964", "issue:44977", + "issue:45290", "issue:45357", "issue:45405", - "issue:45520", "issue:45584", "issue:45823", "issue:46050", @@ -7476,259 +7558,259 @@ "issue:46489" ], "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43720|issue:43927", "issue:33666|issue:36331", - "issue:43262|issue:43295", "issue:43606|issue:43927", + "issue:43262|issue:43295", "issue:44554|issue:46365", - "issue:43525|issue:43572", - "issue:44977|issue:46209", "issue:43278|issue:43688", + "issue:44977|issue:46209", "issue:43720|issue:44361", - "issue:43452|issue:44451", "issue:39692|issue:43493", - "issue:43493|issue:43825", "issue:44964|issue:45405", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43452|issue:44451", "issue:45823|issue:46050", - "issue:43994|issue:46192", "issue:44625|issue:45584", + "issue:43994|issue:46192", "issue:28218|issue:33357", "issue:44849|issue:46209", "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:33357|issue:33666", + "issue:44488|issue:44843", "issue:43646|issue:44466", "issue:44849|issue:45357", - "issue:44488|issue:44843", - "issue:44589|issue:45520", - "issue:43278|issue:43701", - "issue:44568|issue:46489", - "issue:43540|issue:44977", - "issue:43927|issue:44361", - "issue:43257|issue:43299", - "issue:43575|issue:45405", - "issue:43334|issue:43572" + "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "bb2e0e56087138851eb820ba7c15fd86dc9b707cadb30cf2984a53084edacc84", + "prepared_review_unit_hash": "aa3e3ec1ee764ce32c4f9bea9602ba3e52e3d20a93b652e15eee8f898a31bdff", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37310, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "serialized_chars": 37488, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: tokenizer quirks, model-loading regressions, config propagation bugs, training/runtime issues, docs, and CI failures. None of the suggested soft edges looks like the same underlying bug or mergeable change, so I reject them all.", - "confidence": 0.97, - "canonical_issue_reason": "No safe canonical issue: the items span unrelated code paths and model families, so there is no single duplicate anchor for the cluster.", + "summary": "The cluster is mostly heterogeneous: tokenizer, processor, model-loading, training, and version-regression reports mixed together. The soft pairs are topical neighbors, but none look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are related only at a broad subsystem/theme level, not as true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone representative because it has a clear repro and broader tokenizer/offline impact, but it is still not a duplicate anchor for the rest.", + "best_issue_reason": "issue:43646 is the broadest v5/custom-model initialization regression in the set and is the closest thing to an umbrella report, but it still does not cover the other concrete failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs a Trainer compute_loss signature regression." + "reason": "Both are load/runtime failures, but one is a legacy-field preset load bug and the other is a torch.compile + SDPA model failure." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete problems: Beit preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-era breakage, but one is missing config fields and the other is an unrelated FX-helper removal regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is an MPS attention correctness issue. Different code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Preset-load legacy-field bug vs OmDet-Turbo processor image-size mismatch; not the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but with different triggers: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure vs config save/load losing custom token IDs. Same broad area, different bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Audio chat template sampling-rate default bug vs processor/tokenizer access regression in custom model code." + "reason": "Multi-GPU training issue and a Trainer compute_loss API mismatch are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch on bark-small is unrelated to DiaConfig save/load losing custom token IDs." + "reason": "CPU offload device mismatch vs config serialization loss; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs processor.tokenizer / image-to-tokenizer regression. Different components and failures." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug and Trainer import failure are separate subsystems with different symptoms." + "reason": "MPS attention correctness vs Trainer import breakage due to datasets. No shared failure mode." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Both are config attribute regressions, but for different configs and different missing fields." + "reason": "Dtype drift in evaluate vs auxiliary-loss normalization error. Different model math issues." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is not the same as FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; distinct hardware/model-path problems." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Embedding dtype drift in eval does not match auxiliary-loss normalization for OLMoE/GPT Oss." + "reason": "BitNet loading/unpacking bug vs MLukeTokenizer AttributeError. Same tokenizer/model-loading area only superficially." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "BitNet packed-weight loading is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is an implementation mismatch with JAX." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Generic gguf_file loading breakage is not the same as failure to load a specific BERT model." + "reason": "Model load failure vs a dependency-version bump issue; unrelated concrete bugs." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Docs example errors are unrelated to a SigLIP2 implementation-vs-JAX discrepancy." + "reason": "Both are missing config fields after v5, but they affect different models and different fields (pad_token_id vs pad_token_idx)." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Model parity bug in SigLIP2 is unrelated to a pipeline error-message regression." + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording; no shared underlying code path." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to a PEFT version constraint bump." + "reason": "gguf_file loading regression vs a specific model that no longer loads. Too different to be duplicates." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 PLE device-map mismatch is not the same as sinq save/load quantization breakage." + "reason": "Device-mapping mismatch during forward vs quantized-model save/load breakage. Different lifecycle stages and symptoms." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different API-path bugs." + "reason": "Qwen3.5 label-propagation bug vs Whisper empty-transcription generation failure. Different models and code paths." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + "reason": "SigLIP2 bad outputs vs return_tensors being ignored in multimodal kwargs. Not the same bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space behavior and a CLIP bus error have no shared code path." + "reason": "Tokenizer spacing behavior vs a Mac bus error on a CLIP model. No duplicate relationship." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to FP8 inference on B200." + "reason": "Qwen3.5 hidden-state bug vs FP8 inference failure on B200. Distinct issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A broken documentation example is not the same as a regression in custom processor usage." + "reason": "SigLIP2 doc-example errors vs a regression in processor.tokenizer access/image handling. Different failures." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Eval dtype drift and ZeRO-3 gradient growth are different training behaviors." + "reason": "Embedding dtype drift and gradient explosion under ZeRO-3 are not the same underlying bug." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 model correctness and ZeRO-3 gradient instability are unrelated." + "reason": "SigLIP2 model discrepancy vs training instability under DeepSpeed. Different concerns." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on a model load is not the same as Qwen2-VL multi-GPU training." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Generic custom model initialization breakage does not match lm_head serialization differences." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states output bug and incorrect visual-encoder save_pretrained keys are separate Qwen3.5 issues." + "reason": "Mac bus error on CLIP vs Qwen2-VL multi-GPU training. No overlap beyond being model issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Two model-load failures, but one is a specific BERT loading regression and the other is an offline model_info call bug." + "reason": "Model-specific load failure vs an offline-mode regression caused by an unconditional hub call. Different root causes." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Float8 storage lookup failure and Python 3.13 flash_attn import mapping bug are different runtime problems." + "reason": "Broad v5 custom-init breakage vs inconsistent lm_head.weight serialization by device. Related to v5, but not the same defect." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Eval dtype change is unrelated to resume_from_checkpoint key mismatch." + "reason": "Hidden-states output bug vs incorrect visual encoder keys on save_pretrained. Different Qwen3.5 regressions." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizers, different symptoms, and no evidence of the same special-token bug." - }, - { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3OmniMoe video input validation is unrelated to Qwen3.5 flash-attention generation." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are unrelated failures." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is Qwen3VL loading regression." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct is unrelated to a PEFT minimum-version bump." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL pad_token_id config absence and StableLmConfig pad_token_idx absence are different model configs and bugs." + "reason": "Both are tokenizer regressions in v5+, but they affect different tokenizers and different behaviors (special-token addition vs incorrect output)." } ] }, @@ -7750,45 +7832,45 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:15354", - "issue:28218", "issue:29159", "issue:29942", "issue:30333", "issue:32090", - "issue:34567", - "issue:38175", "issue:42490", "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", "issue:43334", "issue:43504", + "issue:43540", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", "issue:43696", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44112", "issue:44291", - "issue:44423", + "issue:44361", "issue:44464", "issue:44493", - "issue:44554", "issue:44568", "issue:44589", - "issue:44734", "issue:44792", "issue:44964", + "issue:44977", "issue:45084", "issue:45200", "issue:45229", "issue:45405", - "issue:45406", - "issue:45446", "issue:45520", "issue:45584", "issue:45588", @@ -7796,25 +7878,31 @@ "issue:45812", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", "issue:46369", "issue:46424" ], "soft_pairs": [ - "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43540|issue:44977", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43575|issue:45405", "issue:44568|issue:45812", - "issue:43334|issue:45759", + "issue:44792|issue:45405", "issue:43504|issue:43606", "issue:43824|issue:44589", + "issue:43334|issue:43572", "issue:43606|issue:44112", - "issue:43572|issue:44291", + "issue:43334|issue:45759", "issue:44464|issue:46424", "issue:45200|issue:45229", - "issue:43504|issue:43653", + "issue:43572|issue:44291", "issue:44493|issue:46285", - "issue:44464|issue:45584", + "issue:43504|issue:43653", "issue:45229|issue:45823", + "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43873|issue:46050", "issue:45588|issue:46050", @@ -7823,203 +7911,210 @@ "issue:29159|issue:32090", "issue:42490|issue:43696", "issue:43065|issue:46369", - "issue:45084|issue:45520", - "issue:44423|issue:44734", - "issue:28218|issue:34567", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:45406|issue:46121" + "issue:45084|issue:45520" ], - "prepared_review_unit_hash": "7cb34dc9cefe2d9ac8b1cb3c56357ca3b740486334fb777df5dfb33e7e5b41d2", + "prepared_review_unit_hash": "6680650f8acdc11ab89204b2eeb3a6b96dd34b9f7368786097ccc6fc8bad4fab", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36009, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports; the soft-pair suggestions are thematic at best but not the same underlying bugs, so none should be merged as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45812 is the strongest representative issue here: it describes a concrete, high-impact regression with a broad affected surface (all Granite tokenizers) and clear symptomology.", + "summary": "All soft-pair candidates are superficial topic matches rather than the same underlying bug. They span unrelated areas (tokenizers, Qwen/VL loading, quantization, offload, CI, memory, config regressions), so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the candidate pairs are heterogeneous and do not collapse into one duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best standalone issue because it is specific, broadly scoped, and likely to attract the most useful duplicate/triage signal.", + "best_issue_reason": "No single issue is a good global representative because the set contains many unrelated reports with only loose keyword similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: dtype drift in evaluation vs resume checkpoint key mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different failure modes: lost custom token IDs after save/load vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is video-processing validation and the other is flash-attention generation behavior." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated issues: float8 storage import error vs flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is accelerate+deepspeed conversion and the other is a dev-version model-loading regression." + }, + { + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and a PEFT version-pin issue are unrelated bugs." + "reason": "OOM during TP load is unrelated to an unreleased PEFT version bump." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization, but one is about added special tokens spacing and the other is a Granite-wide token-id regression; different code paths and symptoms." + "reason": "Different tokenizer regressions: missing BOS/EOS on one tokenizer vs wrong IDs across Granite models." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing config attribute and the other is unwrapping text_config in from_config; not the same bug." + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin issue." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy preset loading for BEiT semantic segmentation and a CPU offload device mismatch in bark-small are unrelated." + "reason": "Both are load/fail issues, but they concern different models and different root causes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing Qwen2.5-VL symbol and a Float8 storage lookup error are different failures." + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to float8 storage lookup failure." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute problems, but for different models and different missing fields." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related failures, but one is a real bark-small offload bug and the other is a stale GraniteSpeech CI test." + "reason": "Both are CI/device-related, but on different models and different mismatch causes." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and init_empty_weights/_is_hf_initialized argument handling are separate loading issues." + "reason": "Different composite-model loading bugs: missing pad_token_id vs not unwrapping text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both touch cache/generation behavior, but one is compiled-forward chunked generation inconsistency and the other is quantized-cache max length handling." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length handling." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only fine-tuning defaults and multi-GPU CUDA OOM are different Gemma 4 problems." + "reason": "Different Gemma 4 problems: missing mm_token_type_ids defaults vs multi-GPU CUDA OOM." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Both involve config/init issues after v5, but one is a missing pad_token_idx field and the other is an unexpected init_empty_weights argument." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Position-id key warnings and CLIP text-model structure changes are different regressions." + "reason": "Unexpected key with position id is not the same regression as CLIP text-model structure divergence." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling after align_special_tokens are distinct generation bugs." + "reason": "Legacy-field load failure for BEiT is unrelated to BigBirdTokenizer mask token registration." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is OOM during multi-GPU inference and the other is a device mismatch in forward." + "reason": "Both are Gemma4 inference issues, but OOM vs device mismatch are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 wrong outputs and position-id key warnings are not the same failure." + "reason": "Siglip2 bad outputs and position-id key issues are different model/regression paths." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading problems and sinq save/load breakage are related only at a broad subsystem level, not the same bug." + "reason": "Quantization offload behavior and sinq save/load corruption are not the same bug." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash and quantized-model persistence failure are unrelated." + "reason": "Flash-attention sink-less AttributeError is unrelated to quantized model persistence." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading are different issues." + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading are different symptoms and code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow failed-job reporting are unrelated." + "reason": "Flash Attention 2 test failures and MLflow job-reporting problems are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer inconsistency and trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer NoneType broadcast failure." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." + "reason": "Local-path slash import warning is unrelated to CUDA OOM on GPT-oss-20b." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and sam3-litetext memory overflow are different bugs." + "reason": "Sam3PixelDecoder dummy conv and sam3-litetext memory overflow are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure and Python 3.13 flash_attn import key error are unrelated." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but they hit different code paths: multimodal continuous batching vs KV-cache continuation indexing." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token counting are unrelated." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and a flex_attention version check bug are different code-path problems." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "TorchScript GeneratorExp export failure and Siglip2 zero-probability outputs are unrelated model issues." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter conversion on JSON-loaded lists are unrelated." + "reason": "Non-template node compilation error is unrelated to flash_attn import-utils KeyError." } ] }, @@ -8041,21 +8136,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", "issue:37428", "issue:38175", "issue:39692", "issue:42490", - "issue:42915", "issue:43232", - "issue:43278", "issue:43295", - "issue:43334", "issue:43450", - "issue:43452", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -8064,17 +8157,17 @@ "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", "issue:44112", "issue:44186", + "issue:44423", "issue:44466", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", - "issue:44898", "issue:44987", "issue:45072", "issue:45127", @@ -8083,254 +8176,264 @@ "issue:45290", "issue:45356", "issue:45381", - "issue:45412", + "issue:45406", + "issue:45446", "issue:45520", + "issue:45588", + "issue:45759", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", - "issue:46209", - "issue:46512" + "issue:46209" ], "soft_pairs": [ + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", "issue:43493|issue:43701", "issue:45072|issue:45198", "issue:37428|issue:43957", - "issue:43540|issue:45200", "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", "issue:44186|issue:46192", "issue:45200|issue:45823", "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:43295|issue:43873", "issue:43232|issue:44849", - "issue:43572|issue:44987", "issue:43450|issue:43575", "issue:45520|issue:46178", - "issue:44521|issue:45290", + "issue:43572|issue:44987", "issue:43550|issue:43844", "issue:39692|issue:46192", - "issue:43572|issue:43957", - "issue:37428|issue:43824", "issue:44554|issue:45356", - "issue:45381|issue:46209", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:44521|issue:45290", "issue:42490|issue:43493", "issue:44466|issue:45127", + "issue:45381|issue:46209", "issue:38175|issue:43493", - "issue:43653|issue:44112", - "issue:43334|issue:43525", - "issue:44898|issue:45412", - "issue:43452|issue:46512", - "issue:42915|issue:43824", - "issue:43278|issue:43856" + "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "860fbfd6d6891d0b9632d0dfb3d601fbd3788473afe6317dc4e10437f86f1d3e", + "prepared_review_unit_hash": "6c011f19ffc24d16139c23ff28efa232820b6ce5a33f29d1cd158224d87bdc3d", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37337, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster of unrelated Transformers issues: import errors, tokenizer/processor regressions, model-specific config bugs, and device/dtype/load-path problems. None of the soft pairs look like the same underlying bug or change, so they should not be deduplicated.", - "confidence": 0.24, - "canonical_issue_reason": "issue:43957 is the broadest, most umbrella-like report in the set: a v5 model-loading regression involving torch.device('meta') that affects multiple models, which makes it the best representative of this otherwise mixed cluster.", + "summary": "This cluster is noisy: the items span many unrelated Transformers bug reports, mostly around different models/subsystems. None of the soft pairs look like the same underlying bug with enough specificity to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest standalone candidate: it is open, actively discussed, has inbound references, and is a concrete user-facing multimodal chat-template bug. It is not a duplicate of the other items, but it is the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue:43957 is the most general and cross-cutting failure mode; the rest are mostly model-specific or API-specific variants, not one duplicate bug.", + "best_issue_reason": "issue:44521 has the best mix of activity and impact, and its problem statement is clear enough to serve as the cluster representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and trainer token-count tracking are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve crashes, but they fail in different code paths: multimodal continuous batching vs KV-cache continuation indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failure modes: MPS attention correctness vs a flex_attention import/version check." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT export on ViT and SigLIP2 zero probabilities are distinct model/runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated bugs." + }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; different subsystems and failure modes." + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not describe the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated bugs." + "reason": "Different models and failures: bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash-attention import error vs meta-device model-loading regression; both are loading-related but not the same issue." + "reason": "Flash-attention import error and meta-device model loading breakage are separate issues." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "video-processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids behavior; different models and code paths." + "reason": "Both are multimodal processor bugs, but one is a tokenizer/processor regression and the other is a batched video shape bug." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite-config text_config unwrapping are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "processor.tokenizer regression vs batched video-shape bug; both multimodal, but not the same concrete defect." + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs return_tensors being ignored with text_kwargs; different tokenizer behaviors." + "reason": "LayoutLMv2 tokenizer crashes and return_tensors being ignored are different tokenizer API bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting vs Gemma4 PLE device mismatch during forward; same model family, different bugs." + "reason": "Gemma4 fine-tuning defaults and device-map forward mismatch are separate issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "device_map forward mismatch vs return_tensors kwarg handling; unrelated API/runtime problems." + "reason": "Device placement in Gemma4 forward and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "processor/tokenizer regression vs OmDet-Turbo image size mismatch; different components and fixes." + "reason": "Processor/tokenizer regression and OmDet-Turbo input-size mismatch are not the same bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor API regression vs quantization offloading issue; not the same bug." + "reason": "Multimodal processor regression and quantization offloading failure are different problems." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states bug; different generation paths." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs generic load failure on a specific model package; not duplicates." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-states output bug are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "batched video processor shape bug vs tensor-parallel OOM during model load; unrelated." + "reason": "Video processor batching and tensor-parallel OOM on Qwen2-57B are different issues." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import backend error vs tensorflow_text backend mapping error; different import_utils failures." + "reason": "Both are backend/import errors, but they concern different backends and failure paths." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "assistant_masks all-zero for multimodal inputs vs tokenize=True crash on tool-call messages; both chat-template related but distinct." + "reason": "StableLmConfig pad_token_idx regression and a model-loading failure are not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile+SDPA failure vs DeepSpeed ZeRO-3 gradient growth; different training/runtime issues." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/example errors vs return_tensors kwarg precedence bug; documentation/example vs API behavior." + "reason": "SigLIP2 doc-example errors and return_tensors override behavior are separate concerns." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "pad_token_idx missing in StableLmConfig vs meta-device loading regression; different configuration bugs." + "reason": "MPS attention correctness and Kimi tokenizer codec regression are different bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "generic import error for flash support symbol vs missing Qwen2.5-VL class export; both imports, but different symbols and causes." + "reason": "Different ImportErrors involving different symbols and models." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "MPS attention correctness issue vs Kimi-K2.5 tokenizer regression; unrelated domains." + "reason": "Config default regression and meta-device loading breakage do not match." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "qwen2.5-vl video position IDs bug vs FP8 inference on B200; different model/runtime issues." + "reason": "Both hit apply_chat_template, but one is assistant-mask generation for multimodal inputs and the other is tool-call content handling." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "local path trailing-slash warning vs SigLIP2 implementation discrepancy; not the same behavior." + "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "serialization/tied-weights inconsistency vs LoRA merge with extended vocab collapse; both weight-related, but distinct failure modes." + "reason": "Tied-weight serialization on different devices and LoRA merge collapse are not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "zero probabilities in SigLIP2 inference vs HF/JAX discrepancy in SigLIP2; related model family, but different reported symptoms and likely fixes." + "reason": "Both concern SigLIP2, but one is a specific zero-probability symptom and the other is a broader implementation-vs-JAX discrepancy; not enough to treat as the same bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs GraniteSpeech stale CI test; one is a product bug, the other is a test issue." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs Llama4Config missing pad_token_id; same symptom class, but different configs/models and likely separate fixes." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver interpolation failure vs RT-DETR memory leak; unrelated image-model bugs." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file breaks pretrained loading vs from_config(dtype=...) leaving config.dtype stale; both loading-related, but different code paths and outcomes." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs missing Qwen2.5-VL export; different model/config surfaces." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "embedding dtype flips BF16->FP32 in eval vs inefficient memory usage in Qwen3 MoE training; different symptoms and fixes." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." } ] }, @@ -8352,39 +8455,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28218", - "issue:29942", - "issue:32090", "issue:35141", - "issue:37428", "issue:38175", "issue:41720", + "issue:42915", "issue:43262", + "issue:43278", + "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", + "issue:43452", + "issue:43525", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", - "issue:43653", "issue:43819", "issue:43824", "issue:43827", + "issue:43856", "issue:43901", - "issue:43931", "issue:43950", "issue:43975", "issue:44112", "issue:44206", "issue:44442", + "issue:44479", "issue:44561", "issue:44610", "issue:44792", "issue:44857", + "issue:44898", "issue:45083", "issue:45198", "issue:45200", @@ -8403,231 +8507,224 @@ "issue:46512" ], "soft_pairs": [ + "issue:43278|issue:43856", "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43452|issue:46512", "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43334|issue:43525", "issue:43262|issue:43450", "issue:43824|issue:43975", - "issue:43526|issue:46192", - "issue:45200|issue:45325", "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:44479|issue:46192", "issue:43388|issue:43526", "issue:44792|issue:45563", "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:38175|issue:45412", "issue:43827|issue:43901", + "issue:44610|issue:44857", "issue:44561|issue:46234", "issue:41720|issue:46209", - "issue:44206|issue:45584", - "issue:45759|issue:46285", + "issue:38175|issue:45412", "issue:43335|issue:43550", + "issue:45759|issue:46285", + "issue:44206|issue:45584", "issue:44857|issue:45593", "issue:43819|issue:45083", "issue:45520|issue:46170", - "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:29942|issue:32090", - "issue:43335|issue:43653", - "issue:45759|issue:46512", - "issue:43550|issue:44112", - "issue:43611|issue:43931" + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "077215d5ae154f5facc34daa7d2dba492dd821260eec5647d899d8d765460e73", + "prepared_review_unit_hash": "2dfa22095871daf8ae4b514df0a582b3dbb7b02b87ea52da96d04ce8c68181cf", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35766, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely a heterogeneous mix of unrelated transformer bugs, API regressions, and docs issues. None of the soft pairs look like true duplicates or the same concrete fix target, so I reject all soft edges.", - "confidence": 0.88, - "canonical_issue_reason": "No single duplicate canonical stands out; the cluster is too heterogeneous. If a representative issue must be picked, issue 28218 is the clearest broad tokenizer regression and the oldest user-facing bug here.", + "summary": "These issues are mostly unrelated; the soft pairs are superficial title-level matches rather than the same underlying bug. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the strongest representative issue here because it describes a broad core regression in `from_pretrained()` affecting model loading behavior across many models, making it more generally useful than the niche model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 28218 is the best standalone representative: it has a clear symptom, a focused repro, and a broadly relevant tokenizer bug rather than a model-specific edge case.", + "best_issue_reason": "issue:43950 has the widest apparent impact and clearest core-library relevance among this set, so it is the best single issue to surface for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift between training/eval vs memory inefficiency during Qwen3 MoE training." + }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Both involve token/embedding behavior, but one is about added-token spacing and the other about reinitialization after resize; different bugs." + "reason": "One is tokenizer spacing after added tokens; the other is embedding reinitialization after resizing. Different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: FP8/Qwen3MoE failure vs a Qwen2.5-VL import error for a missing class." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failure modes: gguf loading in tokenizer/model loaders vs `from_config(dtype=...)` leaving `config.dtype` stale." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "One is a `from_pretrained` buffer regression; the other is a CLIP model structure inconsistency. Not the same issue." + "reason": "Core-loading buffer corruption vs CLIP text model structure inconsistency; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: Perceiver image-resolution handling vs RT-DETR memory release/GC behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they are separate model families and do not clearly share the same concrete bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs batched video shape bug. Different processors and failure modes." + "reason": "Audio chat template sampling-rate default vs batched video processor output shape; unrelated processing bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for a Qwen VL class vs DeepSeek detokenization regression. Unrelated code paths." + "reason": "Import error for a missing model class vs detokenization regression in a different model." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Label reduction truncation vs `return_tensors` being ignored when `text_kwargs` is passed. Different processor bugs." + "reason": "Both are speech/tokenization-related, but the failures are different and model-specific." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma multimodal token-type defaults vs Qwen2.5-VL temporal RoPE scaling. Different model-specific regressions." + "reason": "Gemma 4 multimodal token-type defaults vs Qwen2.5-VL rope/position-id scaling; different issues." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer loading failure vs save/tokenization failure in a different model family; not the same concrete bug." + "reason": "Video input regression for Qwen VL models vs `text_kwargs` silently overriding `return_tensors`; unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric gathering drops labels in the last batch; the other issue is a processor label-reduction bug. Distinct logic." + "reason": "Different label-processing bugs in different components; no shared concrete code-path evidence." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Image-generation test failure vs stale warning about `num_return_sequences`. Not the same change or code path." + "reason": "Janus image generation test failure vs stale warning in paged generation; not the same issue." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch vs GraniteSpeech CI device-override test failure. Completely different areas." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Processor output size mismatch vs AMP/CUDA crash in a loss function. Different bug classes." + "reason": "DAC latent/forward mismatch vs GraniteSpeech CI device-override flake; unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP vs RT-DETR memory not released. No meaningful duplication." + "reason": "Both are docs issues, but they cover different API references and should not be merged as duplicates." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are docs/API drift reports, but they target different pipeline behaviors and different pages; too broad to merge." + "reason": "Processor resolution mismatch vs AMP/CUDA loss crash; different components and symptoms." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Two missing import-utils symbols, but for different helpers and different consumers. Not the same underlying bug." + "reason": "Separate missing utility/import-availability issues affecting different symbols and code paths." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Hardware-specific runtime failures on different accelerators and model paths. No duplicate signal." + "reason": "Different hardware/runtime failures for different models; no shared underlying bug." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Feature-extractor center-arg crash vs Whisper empty-transcription generation failure after token alignment. Different bugs." + "reason": "Sparse-layer config bug vs torch.compile/SDPA failure; different model/configuration issues." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrapping vs CLIP text-model structural inconsistency. Not the same fix." + "reason": "Composite Qwen config unwrap bug vs CLIP model structure inconsistency; unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "SwitchTransformer config edge case vs Bamba torch.compile SDPA failure. Different subsystems and symptoms." + "reason": "Feature extractor arg mismatch vs Whisper empty-transcription generation failure; different code paths." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in an image loss vs missing auxiliary losses when denoising is off. Not the same bug." + "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE; unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC forward/latents mismatch vs helper output-length behavior in qwen3_omni_moe. Unrelated." + "reason": "DAC latent mismatch vs Qwen3 Omni feature-length helper behavior; different subsystems." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash-attn import key error vs Windows/ROCm torch.distributed dependency issue. Different platform/import failures." + "reason": "Import-utils key lookup for flash-attn on Python 3.13 vs Windows ROCm/torch.distributed dependency issue; unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch vs an output-length helper bug. No common underlying change." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Missing flash-attention helper import vs general Torch 2.10 incompatibility. Too broad and not the same defect." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures vs trainer broadcast of NoneType. Completely different failures." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Sparse-layer config bug vs tokenizer special-token registration bug. No overlap in fix." - }, - { - "left": "issue:45759", - "right": "issue:46512", - "accept": false, - "reason": "Config unwrapping for multimodal models vs stale dtype metadata after `from_config`. Similar API surface, different bug." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "torch.compile SDPA failure vs stale GraniteSpeech device-override CI test. Not the same issue." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "`base_model_prefix` loading regression vs Qwen3-VL weight-shape mismatch. Both are load errors, but not the same concrete cause." + "reason": "CPU offload device mismatch vs feature-length helper behavior; no duplicate evidence." } ] }, @@ -8649,11 +8746,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:26413", "issue:28282", "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -8664,284 +8762,283 @@ "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", - "issue:43606", + "issue:43550", + "issue:43611", + "issue:43653", "issue:43720", "issue:43819", "issue:43825", "issue:43854", + "issue:43931", "issue:44112", - "issue:44206", "issue:44351", "issue:44448", "issue:44493", "issue:44514", "issue:44521", "issue:44743", - "issue:44779", "issue:44855", - "issue:44857", - "issue:45072", "issue:45083", "issue:45127", "issue:45200", "issue:45245", "issue:45290", "issue:45310", - "issue:45459", "issue:45478", "issue:45588", "issue:45593", - "issue:45823", + "issue:45759", "issue:45859", - "issue:46234", "issue:46326", "issue:46431", + "issue:46512", "issue:46566" ], "soft_pairs": [ + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", "issue:28282|issue:33357", - "issue:44514|issue:44521", + "issue:43611|issue:43931", "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:44514|issue:44521", "issue:43335|issue:43504", "issue:44855|issue:45083", - "issue:45290|issue:46326", "issue:46431|issue:46566", - "issue:37428|issue:44351", "issue:43278|issue:43825", "issue:29127|issue:32090", - "issue:43335|issue:45083", + "issue:37428|issue:44351", "issue:43720|issue:44112", - "issue:45200|issue:45588", + "issue:45290|issue:46326", + "issue:43335|issue:45083", "issue:45588|issue:45859", "issue:43335|issue:44112", "issue:45127|issue:45245", - "issue:39692|issue:43526", + "issue:45200|issue:45588", "issue:43335|issue:45593", "issue:43819|issue:44493", "issue:34689|issue:35141", + "issue:39692|issue:43526", "issue:26413|issue:31501", - "issue:44206|issue:45823", "issue:45310|issue:45478", - "issue:43606|issue:44857", - "issue:42490|issue:43854", - "issue:39692|issue:44493", - "issue:45459|issue:46234", - "issue:44448|issue:44779", - "issue:44857|issue:45072" + "issue:42490|issue:43854" ], - "prepared_review_unit_hash": "4a1881795e434540f878bde44bdac88cb1dcff4c7d02e4e0db7a868b9909ec3c", + "prepared_review_unit_hash": "fb76d852513510a9e6c904c90a0cc07d5500f98cabc09877aa8eed1258e62cec", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36747, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and likely over-broadened; the only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45310 is the best anchor because it is the earliest of the only true duplicate pair and has the exact same failure title as 45478.", + "summary": "Mostly conservative soft matches; the only clear duplicate is the exact-title Qwen3.5 MoE from_pretrained regression in 45310/45478. No pull requests are present in the packet.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and has the same exact title as issue:45478, with very similar surrounding metadata indicating the same reported regression.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest representative of the cluster\u2019s only real duplicate theme; the rest of the issues are unrelated bugs across different subsystems.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is a concrete, narrowly scoped regression report and the only clear duplicate target among the soft pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are import/version-related, but one is a missing internal symbol and the other is a Torch 2.10 compatibility report; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and a Trainer GPU broadcast TypeError are different failure modes and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config construction and BigBird tokenizer special-token registration are unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile and GraniteSpeech CI stale device override are distinct issues." + }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are import/runtime failures, but they describe different models and unrelated root causes." + "reason": "Missing PyTorch in the environment and a MacOS bus error on CLIP loading are not the same underlying problem." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Same API area, but one is a batched padding crash and the other is zero assistant masks for multimodal inputs; not the same bug." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight shape mismatch are different model-loading failures." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and different regressions; no shared concrete code-path failure." + "reason": "Pegasus v4/v5 output differences and Qwen3 modular recurrent-state reset are different bugs." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Unrelated BEiT preset loading bug vs SwitchTransformers config bug." + "reason": "AutoModelForCausalLM config unwrapping and stale dtype state are separate config-handling issues." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different subsystems and different symptoms; not one underlying defect." + "reason": "A batched padding=False crash and all-zero assistant masks are related to chat templates but are not the same defect." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both touch chat templating, but one is tool-call handling and the other is mistral_common continue_final_message behavior." + "reason": "A sparse-layer construction bug and a legacy-field pretrained load failure are not the same issue." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Processor chat-template absence and DiffusionGemma meta-device weights are unrelated." + "reason": "Python 3.13 torch.jit parsing failure and qwen3_omni_moe helper behavior are unrelated." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different failure points." + "reason": "Missing chat template error and DiffusionGemma meta-device loading are separate problems." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline translation-task messaging are unrelated." + "reason": "Embedding dtype mismatch in evaluate and pipeline translation-task messaging are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is not the same as the Trainer _gpu_broadcast NoneType crash." + "reason": "LayoutLMv3 box-content error messaging and Trainer NoneType broadcast are different bugs." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different configuration/helper bugs with no shared code-path." + "reason": "Both are import errors, but they involve different missing symbols and different regressions." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading bug vs stale CI test failure; not the same underlying issue." + "reason": "BitNet packed-weights loading and GraniteSpeech device-override CI failure are distinct." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call crash in apply_chat_template and continue_final_message behavior for mistral_common tokenizers are not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 token-type-id handling and flash_attention None handling are unrelated." + "reason": "SwitchTransformers sparsity config and qwen3_omni_moe feature-length calculation are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different models and different device/offload failures." + "reason": "Flash-attention s_aux=None and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code paths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI failure do not share a root cause." + "reason": "A model config bug and a CI device-override test failure do not describe the same issue." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-count limit are unrelated." + "reason": "LoRA merge with extended vocabulary and a category-count overflow are unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Documentation/example errors do not match the BEiT fast image-processor label reduction bug." + "reason": "Gemma 4 token-type defaults and sink-less flash-attention crash are not the same bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss issue are different changes." + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latents mismatch and unexpected position-id keys are unrelated model bugs." + "reason": "DAC from_latents mismatch and unexpected position-id key behavior are different model implementations and failure signatures." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading regression and token-embedding resize reinit bug are different defects." + "reason": "Llama 3.2 Vision loading regression and embedding reinitialization after resizing token embeddings are separate bugs." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Checkpoint resume failure and FineWeb training startup failure are not the same bug." + "reason": "SigLIP2 docs/example errors and BeitImageProcessorFast reduce_labels are unrelated." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Feature-extractor arg handling and Gemma4 device-map mismatch are unrelated." + "reason": "Checkpoint resumption epoch_iterator failure and FineWeb SLM training not starting are different training issues." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same Qwen3.5 MoE from_pretrained failure; these are duplicate reports of the same bug." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Different models and different precision/device issues." + "reason": "Exact same title and very similar metadata indicate the same Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7 load failure are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 docs problems and unexpected position-id keys are not the same underlying bug." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils helper are different issues." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 regressions, but they affect different models and code paths." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both involve dtype/precision, but they are distinct model-specific failures." + "reason": "Trailing-slash local-path import warning and GLM-4.7 Flash model loading failure are not the same problem." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 45310 and 45478 have the exact same title and clearly form the only obvious duplicate pair, with 45310 correctly serving as the earlier anchor. The rest of the cluster is reasonably described as heterogeneous, and the soft-edge verdicts are conservative rather than overstated." + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, and the 45310/45478 match is supported by the identical titles. However, the canonical_issue_reason overstates the evidence by claiming the issues have the same \"exact title/body theme\"\u2014the packet does not provide body text, so that part is not grounded. Please keep the duplicate rationale limited to what is visible in the packet (identical titles and very similar metadata)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8957,23 +9054,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:27957", "issue:28218", "issue:29942", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", + "issue:39692", "issue:40444", - "issue:41720", "issue:42490", "issue:43278", "issue:43329", @@ -8981,266 +9075,261 @@ "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", "issue:43746", - "issue:43873", "issue:43927", - "issue:43976", + "issue:44206", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", "issue:44779", "issue:44855", "issue:44857", "issue:44977", - "issue:44987", + "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", + "issue:45459", "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", "issue:46209", - "issue:46399" + "issue:46234", + "issue:46399", + "issue:46655" ], "soft_pairs": [ + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:44448|issue:44779", "issue:28218|issue:32090", + "issue:44857|issue:45072", "issue:44360|issue:44561", "issue:43701|issue:45083", "issue:38175|issue:44493", - "issue:45290|issue:45381", "issue:32090|issue:33357", - "issue:40444|issue:43526", "issue:42490|issue:43575", + "issue:40444|issue:43526", "issue:29942|issue:35141", "issue:43550|issue:45083", - "issue:45920|issue:46192", + "issue:45290|issue:45381", "issue:44448|issue:44977", "issue:27957|issue:34689", - "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:45290|issue:46655", "issue:44977|issue:45229", - "issue:10000|issue:15354", "issue:43278|issue:43329", - "issue:44857|issue:45588", + "issue:44855|issue:46399", + "issue:10000|issue:15354", "issue:43278|issue:43381", - "issue:37428|issue:44987", + "issue:44857|issue:45588", "issue:43746|issue:46209", - "issue:43927|issue:45698", - "issue:44561|issue:44779", - "issue:43873|issue:45229", - "issue:32090|issue:33290", - "issue:25251|issue:32090", - "issue:41720|issue:45229", - "issue:44448|issue:44466", - "issue:43976|issue:45440" + "issue:43927|issue:45698" ], - "prepared_review_unit_hash": "eea09d4d819ce9e8efdba0bf51f29331a0a690511aae80ff5d1508edc25dc201", + "prepared_review_unit_hash": "c67f5e00d1ebb2b68aa97ea1c156c9a45c1f8307408cbc44d371036aa6c5c6d8", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36430, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35607, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft pairs point to different failure modes (tokenization, loading, attention kernels, training, serialization, device mapping), so none look like the same underlying bug/change. I would not merge any soft edge.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45920 is the broadest representative regression here: it affects multiple model families, has active discussion/inbound references, and describes a concrete v5 tokenizer failure.", + "summary": "These items are mostly unrelated single-bug issues; none of the soft pairs look like true duplicates. The closest canonical anchor is the broad tokenizer regression report, not because it matches the others, but because it is the most general and representative issue in the set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most central report here: it describes a v5 tokenizer-ID regression affecting multiple model families, making it the best representative anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is a strong anchor for duplicate triage because it is high-impact, cross-model, and specific enough to match related tokenizer regressions.", + "best_issue_reason": "issue:45920 has the clearest cross-model scope and user impact, so it is the best issue to keep as the cluster anchor even though the rest of the set does not collapse into one duplicate theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime crashes, but one is CPU offload/device placement and the other is AMP/CUDA loss behavior; different code paths and fixes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import_utils availability flag are separate import/system issues, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor argument vs device_map forward mismatch are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example mistakes and a model position-id regression are different problem types with different remediation." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is DeepSeek tokenizer mis-tokenization; not the same underlying change." + }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Added-token spacing in tokenization is unrelated to a Trainer broadcast NoneType error." + "reason": "Tokenizer spacing behavior and Trainer broadcast type handling are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are both dtype/precision-related at a high level, but they affect different models and different execution paths." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU behavior is a different subsystem from the v5 trust_remote_code breakage." + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and multimodal feature-length computation are unrelated bugs." + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper-function bug are different subsystems and symptoms." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys do not describe the same issue." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position IDs are different code paths." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same failure mode." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer distributed broadcast failure is unrelated to the MacOS CLIP bus error." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are entirely different crashes." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Trailing-slash model-path warning and tensor-parallel OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Trailing-slash import warning and tensor-parallel OOM are not the same underlying bug." + "reason": "Multi-image IterableDataset finetuning and BeitImageProcessorFast label reduction are separate vision-data bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match the tied-embedding reinitialization bug." + "reason": "Flash Attention 2 test failures and output-embedding reinitialization are unrelated model initialization vs attention issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length logic." + "reason": "torch.compile/SDPA failure for Bamba and a feature-extraction length helper bug are different code paths." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer is different from return_tensors being ignored." + "reason": "Chat-template tool-call handling and qwen2.5-vl video vision_position_ids are separate multimodal bugs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failures are different symptoms." + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision load failure are different issues." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Python 3.13 decorator/comment parsing failure is not the same as a missing registration decorator." + "reason": "Tokenizer-ID regression across models and silent return_tensors handling are distinct API bugs." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to Gemma4 multi-GPU OOM." + "reason": "Chat templating with tool calls and SmolVLM video padding calculation are different multimodal processing paths." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "German DistilBert model issue and GeneratorExp JIT export failure are different problems." + "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU OOM are not the same root cause." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to the undefined video-branch variables." + "reason": "Evaluation dtype drift and undefined video-branch variables are unrelated bugs." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and a missing decorator on rotary embedding registration are both decorator-adjacent, but they are different concrete failures." + }, + { + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash are different code paths." + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated legacy JIT problems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Evaluation dtype changes do not match the gradient-checkpointing-in-eval limitation." + "reason": "BF16-to-FP32 dtype change in eval and gradient checkpointing being disallowed in eval mode are different concerns." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Missing flash_attention utility import and a model loading failure are too vague to treat as the same bug." + "reason": "AMP/CUDA loss crash and sink-less flash_attention s_aux=None AttributeError are different crash sites and root causes." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated issues." + "reason": "PEFT checkpoint loading and FP8 inference failure are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Loss of custom token IDs on save/load is different from loading the wrong custom module." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are separate v5 breakages." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same underlying change." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "NoneType GPU broadcast and Adafactor/deepspeed OOM are unrelated training failures." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to the Trainer broadcast error." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and multi-GPU OOM are different failure modes." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Generation output regression and device-dependent tied-weight serialization are not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python-version compatibility and DeepSeekV3MoE divergence are unrelated." + "reason": "Losing custom token IDs on save/load and loading the wrong custom module after save_pretrained are both persistence bugs, but they are not the same underlying issue." } ] }, @@ -9262,20 +9351,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:27957", + "issue:25251", "issue:29127", - "issue:29942", - "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", + "issue:37428", "issue:39692", + "issue:41720", + "issue:42175", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", "issue:43381", "issue:43412", @@ -9283,297 +9374,259 @@ "issue:43611", "issue:43653", "issue:43701", - "issue:43756", "issue:43873", - "issue:43994", + "issue:43976", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44442", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", + "issue:44561", "issue:44568", "issue:44743", + "issue:44779", "issue:44871", "issue:44977", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", "issue:45406", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", - "issue:45712", "issue:45803", "issue:45823", - "issue:46121", - "issue:46369" + "issue:46121" ], "soft_pairs": [ + "issue:37428|issue:42175", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:45588|issue:45823", "issue:42490|issue:43873", "issue:44568|issue:45491", - "issue:45198|issue:45803", - "issue:45372|issue:45588", "issue:44977|issue:45563", - "issue:43412|issue:45588", + "issue:45198|issue:45803", "issue:43278|issue:43575", + "issue:45372|issue:45588", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:43653|issue:44743", - "issue:43611|issue:46121", + "issue:43412|issue:45588", "issue:43381|issue:43701", + "issue:43653|issue:44743", "issue:44871|issue:44977", - "issue:45372|issue:45406", + "issue:43611|issue:46121", "issue:44361|issue:45198", "issue:44186|issue:45198", + "issue:45372|issue:45406", "issue:42915|issue:42994", "issue:44206|issue:44479", - "issue:43065|issue:45412", - "issue:43065|issue:43994", - "issue:29942|issue:30064", - "issue:45459|issue:45712", - "issue:45245|issue:45563", - "issue:43653|issue:44442", - "issue:43756|issue:45440", - "issue:45412|issue:46369", - "issue:45372|issue:45459", - "issue:43994|issue:45412", - "issue:44265|issue:45198", - "issue:29127|issue:33357", - "issue:43066|issue:44462", - "issue:27957|issue:29942" + "issue:43065|issue:45412" ], - "prepared_review_unit_hash": "bf7749b2d9600360017bbaac969a671f57e763a7ced428ba85ab2bbd79057762", + "prepared_review_unit_hash": "f41414b1c7048605ad8c7d61c8530042edb397185ea6414b89836089499265d8", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37589, - "estimated_input_tokens": 9398, - "estimated_eval_tokens": 19052 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35626, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, trainers, quantization, Gemma/Qwen/CLIP/Wav2Vec2, docs, and memory/runtime issues. None of the suggested soft links look like true duplicates, and there are no PRs in the set.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue stands out because the items are not one duplicate set; they are a mix of unrelated issues from many subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45412 is the clearest self-contained bug report here: a concrete memory-release regression on delete/GC, with actionable behavior and follow-up references.", + "best_issue_reason": "No issue is a good global representative for deduping: the cluster does not share a single underlying bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different failures: flash-attention sinkless crash vs Gemma4 PLE device mismatch during forward." + "reason": "Different problems: flash-attention import breakage vs missing TensorFlow backend after torch-only install." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Unrelated problems: slash-ending local model path warning vs quantization/offloading behavior." + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a DeepSeek tokenizer regression." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer special-token handling for mDeBERTa is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Quantization/offloading behavior vs a Gemma4 multi-GPU OOM are different failure modes and likely different code paths." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare-except error swallowing." + "reason": "Trainer GPU broadcast TypeError is unrelated to Adafactor+DeepSpeed OOM." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Gemma4 processor import failure and flash-attention auxiliary-state crash are different code paths." + "reason": "Pipeline top_k nesting bug and Trainer NoneType broadcast error are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale paged-generate warning." + "reason": "Qwen3 device-mapping cuda assert vs Gemma4 multi-GPU OOM are separate model/runtime issues." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Executorch export failure in gemma3n is a different issue from flash-attention sink handling." + "reason": "Different bugs: generation output drift for Pegasus vs serialization of lm_head.weight." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Embedding dtype drift in eval mode is unrelated to TP loading OOM for Qwen2-57B." + "reason": "Python version compatibility issue vs DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "MacOS bus error loading a CLIP model is not the same as SigLIP2 doc-example errors." + "reason": "Flash-attention s_aux=None crash is not the same as Gemma4 PLE device mismatch." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and TrainerState token counting are unrelated." + "reason": "Trailing-slash import warning and quantization offloading malfunction are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "BigBirdTokenizer special-token registration has nothing to do with Qwen3.5 recurrent-state reset." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to rope-parameter JSON list handling." + "reason": "Qwen3.5 flash-attention generation regression and a stale warning in paged generate() are not the same issue." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different bugs." + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature's bare except are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Gemma-3 EOS configuration mismatch is unrelated to Qwen3.5 flash-attention generation." + "reason": "Training/eval dtype change is unrelated to Qwen2-57B-A14B-Instruct TP OOM." }, { "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both involve Gemma4, but one is processor loading/import failure while the other is transformers serve missing _tokenizer; not the same bug." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failures." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 NER padding/truncation crashes are not the same as Wav2Vec2 save/tokenization bugs." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Quantized Qwen3Moe load failure and quantized model saving failure are separate operations and bugs." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "LasrFeatureExtractor center-arg regression is unrelated to Qwen video-input regression." - }, - { - "left": "issue:43065", - "right": "issue:45412", + "right": "issue:45588", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different models and problems." + "reason": "Gemma4 processor import failure from mistral_common is a different code path than the flash_attention s_aux crash." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Sam3 dummy layer cleanup is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "MacOS bus error in CLIP loading is unrelated to SigLIP2 documentation example errors." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Executorch export failures are a different subsystem from flash_attention runtime crashes." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Category-count limit error has nothing to do with a stale num_return_sequences warning." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43653", - "right": "issue:44442", + "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer decode bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model implementations." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "RT-DETR model deletion memory leak is not the same as Sam3-litetext memory overflow on call." + "reason": "base_model_prefix loading breakage and rope-param validation TypeError do not share a code path." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 ReasoningEffort import failure is unrelated to protobuf decode-error handling in tokenizers." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leak are different bugs." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different components." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "Gemma4 processor loading import error and transformers serve missing _tokenizer are separate failures." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are related only broadly by quantization, not the same bug." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to AutoTokenizer ignoring repository tokenizer.json." + "reason": "LasrFeatureExtractor center-arg regression and Qwen video-input regression are unrelated." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are not clearly the same underlying bug." + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory retention are different model issues." } ] }, @@ -9595,304 +9648,303 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", + "issue:30064", "issue:33290", - "issue:34567", - "issue:34689", + "issue:33357", "issue:35141", "issue:42490", "issue:42915", - "issue:43262", + "issue:43065", + "issue:43066", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", + "issue:43653", "issue:43701", - "issue:43761", + "issue:43756", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", - "issue:44464", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44898", - "issue:44977", + "issue:44462", "issue:45072", + "issue:45198", "issue:45245", "issue:45250", + "issue:45372", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45588", + "issue:45563", "issue:45593", - "issue:45600", + "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", - "issue:46640" + "issue:46640", + "issue:46655" ], "soft_pairs": [ - "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:43065|issue:43994", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:27957|issue:29942", "issue:43575|issue:43701", + "issue:45440|issue:45593", "issue:43421|issue:45491", "issue:29127|issue:35141", - "issue:43526|issue:45834", "issue:42490|issue:43381", - "issue:45250|issue:46640", + "issue:43526|issue:45834", "issue:43575|issue:44387", - "issue:43994|issue:46369", - "issue:43526|issue:44186", "issue:44442|issue:45072", "issue:42915|issue:43931", + "issue:43526|issue:46655", + "issue:43526|issue:44186", + "issue:43994|issue:46369", "issue:43824|issue:44279", - "issue:43526|issue:44857", + "issue:45250|issue:46640", "issue:46121|issue:46399", - "issue:43334|issue:43531", "issue:27957|issue:29127", "issue:27957|issue:33290", - "issue:43761|issue:45859", - "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:45588|issue:45600", - "issue:43262|issue:44206", - "issue:44977|issue:45245", - "issue:33290|issue:34567", - "issue:43381|issue:43873", - "issue:44464|issue:45491", - "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:44442|issue:44898", - "issue:42490|issue:44743" + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "2c8a71b299583d4ab795fb55b01843ff0a9231df3dc26fdcf23228dd8307c876", + "prepared_review_unit_hash": "e709d0638f5de171d281bb17abc7dc23815c9f4e66a2f645e0fd9e68ec18bc3d", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models/subsystems, and none of the soft pairs look like the same underlying issue. I would not merge any of the proposed pairs.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45250 is the broadest umbrella-style Flash Attention 2 item, but the cluster is too mixed to support a true single canonical duplicate set.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model/loading/tokenizer/processor bugs, with only a loose Flash Attention 2 subtheme. None of the soft edges look like true duplicates, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45250 is the least specific and most likely to act as a topic hub among the listed issues, but only as a fallback; it is not a strong global duplicate center.", + "best_issue_reason": "issue:29942 is the best single anchor only for the Flash Attention 2 subtheme because it is concrete and regression-oriented, but it does not represent the full cluster and should not be treated as a cluster-wide canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Different bugs in different code paths: DeepSeekV3 MoE divergence vs D-FINE auxiliary-loss behavior." + "reason": "Different bugs: tokenizer exception masking vs leftover dummy PT classes / repo checks." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "Unrelated areas: Flash Attention tests vs void segmentation map processing." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Tokenizer post-processor update behavior and Gemma3 NaNs are distinct issues." + "reason": "Different model-specific failures; no shared code-path or fix." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization are unrelated." + "reason": "Both concern tokenizers, but different root causes and models; not the same bug." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different failures." + "reason": "Different model implementations and failure modes." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode failure do not share the same bug." + "reason": "Category limit error vs stale warning in paged generate; unrelated." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a separate issue report; no concrete shared failure mode is shown." + "reason": "ImportError for Gemma processor loading vs tokenizer protobuf error handling; unrelated." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Both are OOM reports, but the causes are different: tensor parallel loading vs int4 quantization memory growth." + "reason": "Both are memory-related, but they affect different models and code paths." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "SigLIP2 bad outputs and SAM3 LiteText memory overflow are unrelated model issues." + "reason": "torch.export/compilable-check failure is unrelated to Wav2Vec2 save_pretrained/tokenization." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Image processor label reduction and LayoutLMv2 tokenizer crashes are different components and bugs." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a MacOS CLIP bus error." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Different symptoms and subsystems: model output quality vs model GC/memory leak." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both are Qwen-family, but FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different code paths." + "reason": "Tokenizer decoder-type regression vs ignoring tokenizer.json; related to tokenizers, but not the same defect." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "ImportError for a specific class and a general dependency issue are not the same underlying bug." + "reason": "Both mention Flash Attention 2, but one is model support and the other is failing tests; not the same concrete bug." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LwDetrImageLoss AMP crash are unrelated." + "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Rope-validation TypeError and missing decorator for rotary-pos-emb registration are different problems." + "reason": "Different models and logic: DeepSeek MoE divergence vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are distinct." + "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a LayoutLMv3 error message issue are unrelated." + "reason": "LayoutLMv3 error-message issue is unrelated to embedding reinit on resize." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Flash Attention 2 support and DeepSpeed Adafactor OOM are different issues." + "reason": "Local-path import warning and gradient-checkpointing-in-eval are unrelated." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are different." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading failure are not the same bug." + "reason": "OOM from tensor-parallel loading vs int4 quantization reserved-memory regression are not the same bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Training OOM with Adafactor is unrelated to post_init reinitializing embeddings." + "reason": "FastSpeech2Conformer tokenizer loading vs bf16 dtype mismatches are unrelated." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash-attention sink-less crash and stale auto_mappings references are separate code paths." + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch are different issues." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:46655", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + "reason": "ImageProcessor label handling vs SmolVLM video padding calculation are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and category-count limit error are unrelated." + "reason": "Different processors/tokenizers and different failure modes." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "OOM in training and TrainerState token counter not updating are different issues." + "reason": "Different models and symptoms; no shared root cause." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are distinct problems." + "reason": "Missing import for a model class vs generic dependency issue are not duplicates." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and Gemma3 NaNs are unrelated." + "reason": "Both are Flash Attention 2 named issues, but the reports are too generic to establish the same concrete bug." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Transformers 5.0 custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete bug." + "reason": "RoPE validation TypeError vs apply_rotary_pos_emb registration ValueError are different failure points." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Qwen recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Flash Attention 2 support issue vs LayoutLMv3 box-validation message issue." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different subsystems." + "reason": "Flash Attention 2 model support vs Adafactor/DeepSpeed OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window issue are different model bugs." } ] }, @@ -9914,23 +9966,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:25251", - "issue:28282", + "issue:33290", + "issue:34567", "issue:34689", + "issue:35141", "issue:42175", - "issue:42617", - "issue:42907", + "issue:42490", "issue:43232", + "issue:43262", "issue:43316", + "issue:43381", "issue:43388", "issue:43493", "issue:43525", - "issue:43575", "issue:43611", - "issue:43643", - "issue:43701", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", @@ -9942,241 +9994,262 @@ "issue:44077", "issue:44079", "issue:44188", - "issue:44190", + "issue:44206", "issue:44442", "issue:44464", "issue:44479", - "issue:44496", - "issue:44855", + "issue:44743", + "issue:44811", "issue:44871", - "issue:44913", + "issue:44898", + "issue:44977", "issue:44987", "issue:45003", - "issue:45137", "issue:45216", + "issue:45245", "issue:45440", "issue:45479", - "issue:45698", - "issue:45759", - "issue:45803", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", "issue:45907", "issue:46178", - "issue:46234", - "issue:46421", - "issue:46506" + "issue:46234" ], "soft_pairs": [ + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", "issue:34689|issue:43611", "issue:45003|issue:45440", "issue:43720|issue:44442", - "issue:43316|issue:43525", "issue:42175|issue:46234", + "issue:43316|issue:43525", "issue:43723|issue:45479", "issue:44062|issue:45907", - "issue:43761|issue:44079", "issue:43493|issue:43827", "issue:44077|issue:44479", - "issue:43761|issue:44188", + "issue:43761|issue:44079", "issue:43873|issue:44871", - "issue:44987|issue:46178", + "issue:43761|issue:44188", "issue:43232|issue:43388", "issue:43749|issue:43931", - "issue:44442|issue:45803", - "issue:43931|issue:45216", - "issue:43316|issue:45759", - "issue:44855|issue:45137", - "issue:43643|issue:44913", - "issue:43701|issue:46506", - "issue:44190|issue:44496", - "issue:42907|issue:45698", - "issue:44464|issue:46421", - "issue:42617|issue:43575", - "issue:25251|issue:28282" + "issue:44987|issue:46178", + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "655404b4369524451124d53bfae31aded4a0c5d30a16af9a309deeb3b6b65e02", + "prepared_review_unit_hash": "259deac3ef6cca0b74ff802241f86a98c173aa038c5f3a5a8fe3855becde8af7", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35638, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "soft_pair_count": 29, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "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, mostly around model loading, config serialization, generation, and backend/import edge cases. None of the soft pairs look like the same underlying bug, so all soft links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it is open, has high discussion/inbound activity, and describes a core from_pretrained/save_pretrained loading bug with broad impact.", + "summary": "This cluster is very heterogeneous: most items are unrelated regression/bug reports across loading, generation, audio, config, and docs. If forced to choose a single anchor, #43873 is the broadest and most active open issue, but there is no strong duplicate core here.", + "confidence": 0.28, + "canonical_issue_reason": "#43873 is the broadest, most active open issue in the set and is the closest thing to a central loading/offloading regression, though the cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue to anchor the cluster because it is active, well-discussed, and centered on a broadly relevant model-loading path.", + "best_issue_reason": "#43873 has the most discussion/inbound references and the broadest scope, so it is the best representative issue to anchor triage for this heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 Vision model loading failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and token-embedding reinit are distinct problems in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory exhaustion during training is not the same as num_input_tokens_seen not updating." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to the categories cardinality error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is a default sampling-rate mismatch and the other is an unsupported feature-extractor arg crash." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different mechanisms and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as NaN embeddings from mixed-length sliding-window batching." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer's post_init restriction are not the same concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3.5 recurrent-state reset." + }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is Llama-vision-specific and the other is a generic base_model_prefix regression." + "reason": "Both are loading regressions, but the root causes and affected paths differ enough that they should not be merged." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "One is an unsafe sys.modules access bug; the other is a model implementation divergence from the remote DeepSeek version." + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from the remote implementation." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking and AutoTokenizer loading a FastSpeech2 tokenizer are different failure modes in different code paths." + "reason": "Packed-weight handling during accelerate loading has nothing to do with tokenizer loading." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Both mention config/API mismatches, but they concern different missing fields on different model configs." + "reason": "Missing tensorflow in extras and missing import_utils symbol are separate dependency/API issues." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "A packaging/backend inclusion problem is not the same as a missing import_utils availability helper." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are different configuration bugs." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero-loss classification are unrelated bugs." + "reason": "Tokenizer loading in v5 and zero-loss classification with num_labels=1 are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API issues." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVision hidden_states being None and ModelOutput key assignment from None are distinct output-shaping bugs." + "reason": "AddedToken special-kw conflict and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "A SigLIP2 implementation divergence is not the same as docs still referencing removed pipeline APIs." + "reason": "SigLIP2 implementation drift and stale docs referencing pipeline() are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and a Qwen video-input regression are different model-specific problems." + "reason": "Model post_init policy and video-input regression are not the same bug." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "One is about missing hidden states; the other is a torch.compile-dependent attention-kernel branching issue." + "reason": "Hidden_states disappearing in CLIPVision and ModelOutput key assignment with None are different code paths." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "A model-loading regression for one repo is not the same as a missing backend entry for tensorflow_text." + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics dropping tuple labels are separate training/runtime bugs." + "reason": "Generation kwarg syncing after sync_gpus and gather_for_metrics label truncation are different problems." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and a Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "AutoTokenizer failing to load a tokenizer class and a bare except in tensor conversion are not the same bug." + "reason": "Model loading regression with transformers>=5.1.0 and missing tensorflow_text backend mapping are unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape mismatch while loading a model is distinct from save_pretrained producing a bad checkpoint." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "A config API discrepancy is different from AutoModelForCausalLM.from_config not unwrapping text_config." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "trust_remote_code losing fields and rotary_pct not persisting on reload are different config-serialization bugs." - }, - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are separate issues." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "A local dataset loading example bug and an unrecognized model_type config error are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Saving dequantized weights and loading the wrong custom module after save_pretrained are different serialization/load defects." - }, - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Inconsistent outputs from compiled forward and spurious recompilation from cache lazy init are related to chunked generation but not the same concrete bug." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Unable to run a script and OOM during tensor-parallel model load are different failure classes." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "A pipeline top_k nesting bug and a missing PyTorch ImportError are unrelated." + "reason": "Weight-shape mismatch on load and incorrect saved checkpoint contents are not the same concrete bug." } ] }, @@ -10198,276 +10271,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:16998", "issue:22355", + "issue:25251", "issue:27957", + "issue:28282", "issue:32090", "issue:42175", - "issue:42796", - "issue:43065", + "issue:42617", + "issue:42907", "issue:43295", "issue:43316", - "issue:43352", - "issue:43404", - "issue:43441", "issue:43452", - "issue:43540", "issue:43550", "issue:43575", "issue:43606", + "issue:43643", "issue:43646", - "issue:43650", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", "issue:44077", "issue:44162", - "issue:44479", + "issue:44190", + "issue:44442", + "issue:44464", "issue:44496", - "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", - "issue:45290", + "issue:45137", "issue:45584", "issue:45632", + "issue:45698", + "issue:45759", "issue:45803", "issue:46050", "issue:46170", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", "issue:46369", + "issue:46421", "issue:46424", - "issue:46640" + "issue:46506" ], "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:42617|issue:43575", + "issue:25251|issue:28282", "issue:27957|issue:32090", - "issue:46234|issue:46291", "issue:43550|issue:43701", "issue:43575|issue:43742", + "issue:46234|issue:46291", "issue:43606|issue:43701", "issue:43295|issue:43825", - "issue:42796|issue:45290", "issue:16998|issue:22355", "issue:43295|issue:44871", - "issue:43316|issue:43716", "issue:44871|issue:45584", + "issue:43316|issue:43716", "issue:42175|issue:43316", "issue:45803|issue:46365", - "issue:44610|issue:46369", "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:45632|issue:46424", + "issue:44610|issue:46369", "issue:44162|issue:44792", "issue:43452|issue:44496", - "issue:45803|issue:46170", - "issue:43065|issue:44617", - "issue:43650|issue:46202", - "issue:43540|issue:44514", - "issue:43404|issue:43441", - "issue:43352|issue:46640", - "issue:43761|issue:44479" + "issue:45632|issue:46424", + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "606abef494460d014bfc9b4c26560b647bcf7296ba34c856513595a273259252", + "prepared_review_unit_hash": "8dcf88c631fd7428016c67079d3312b65fe16f94da53d7ad88e02d7bcf9d98ff", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35440, - "estimated_input_tokens": 8860, - "estimated_eval_tokens": 17976 + "soft_pair_count": 30, + "serialized_chars": 36511, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers issues spanning different models and subsystems. None of the soft pairs are strong duplicate matches; at best they share a broad theme like tokenizer, FlashAttention, or config bugs, but not the same concrete code path.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43295 is the best anchor because it is a clear regression with broad user impact in processor/tokenizer handling, and it is more generally representative than the model-specific or highly narrow issues here.", + "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues (loading/config/cache/multimodal regressions). I don\u2019t see any pair that clearly shares the same underlying bug or change, so I would keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is open, has the strongest discussion/inbound activity, and represents a broad from_pretrained/save_pretrained custom-module loading regression that is a useful anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 has the clearest cross-cutting API breakage and strongest general triage value in this set.", + "best_issue_reason": "issue:45698 is the best global representative because it is current, high-signal, and about a cross-cutting loader-path failure rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Different failures: FlashAttention2 support for XLMRoberta vs Trainer GPU broadcast NoneType error." + "reason": "Tokenizer-loading failure vs a bare-except bug in tensor conversion; different code paths and symptoms." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config/text_config, but one is an API discrepancy and the other is an AutoModel unwrapping bug for composite multimodal configs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence issues, but they affect different fields and mechanisms (trust_remote_code missing fields vs rotary_pct reset on reload)." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated failures: TorchScript parse error on import vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to CPU/CUDA output divergence in document layout inference." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is quantized save failure and the other is wrong custom-module loading; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache/compile, but one is inconsistent generation outputs and the other is recompilation due to cache lazy init." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel runtime failure and tensor-parallel OOM are different model/runtime issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape change is unrelated to an import error for missing PyTorch." + }, + { + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Both are import/dependency related, but one is a missing utility symbol and the other is a kernels version/revision requirement." + "reason": "Flash Attention model support and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated bugs: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA model bug versus checkpoint key mismatch; no shared underlying change." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different code paths and symptoms: tensor-parallel OOM on a large model vs KeyError while loading a small model." + "reason": "OOM during tensor-parallel loading is unrelated to a key error while loading a different model." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-utils related, but one is a missing availability helper and the other is a kernels version/revision import dependency failure." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint-resume key naming." + "reason": "CPU offload device mismatch and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to pipeline translation error messaging." - }, - { - "left": "issue:42796", - "right": "issue:45290", - "accept": false, - "reason": "Both involve tokenization/chat templates, but they are distinct bugs with different failure modes and inputs." + "reason": "Custom model/processor regression is not the same as a pipeline error-message wording issue." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Model max length behavior and a missing transformers.onnx module are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer access regression is different from Gemma eos_token_id config inconsistency." + "reason": "Both are regressions, but one is processor.tokenizer/image-passing breakage and the other is eos_token_id config inconsistency." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as image preprocessor dtype mismatch." + "reason": "Eos-token config mismatch is not the same as Whisper empty-transcription generation failure." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Different models and different bug classes: eos_token_id config vs Whisper empty transcription handling." + "reason": "Config API discrepancy and image-preprocessor dtype mismatch are different multimodal issues." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Package extras/backend dependency issue is unrelated to a model config API discrepancy." + "reason": "Package-extras backend omission is unrelated to Gemma3TextConfig API behavior." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu batch conversion is unrelated to Trainer import failures caused by datasets." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "Processor output size mismatch is unrelated to Sam3LiteText memory overflow." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy and non-persistent buffer initialization are different v5 migration issues." + "reason": "Optional post_init validation and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Config eos_token_id mismatch is not the same as quantized model save/load breakage." + "reason": "Eos-token config inconsistency and quantized save/load breakage are different persistence bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is broader and different from GPTNeoX rotary_pct reload behavior." + "reason": "Custom model initialization breakage is not the same as a config field reverting on reload." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Cache path collision and max_cache_length honoring are separate cache-system bugs." + "reason": "Processor output size mismatch and model memory overflow are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image generation test failure do not share the same underlying defect." + "reason": "ESM2 model breakage and a janus image-generation test failure do not share the same bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regression is distinct from missing model_type in config.json." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Error swallowing in Fuyu conversion is unrelated to Windows/ROCm import issues." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Placeholder issue text and Gemma pipeline roundtrip failure are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both are multimodal processor issues, but the failing paths are different: video input validation vs batched chat template padding." + "reason": "GGUF loading regression and unrecognized-model-config error are different loader failures." }, { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Weight tying bug in Mistral3 is separate from FlashAttention support failure in Ministral-3." - }, - { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Generic Flash Attention 2 complaint is too broad to equate with a model-specific unsupported-FA2 error." + "reason": "Trust-remote-code cache-path collision is unrelated to max_cache_length being honored only for quantized cache." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video input regression are different models and code paths." + "reason": "Bare-except tensor conversion bug is unrelated to Windows/ROCm import dependency issues." } ] }, @@ -10489,31 +10583,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:35141", "issue:41950", "issue:42490", "issue:43065", + "issue:43352", "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", "issue:43572", - "issue:43644", + "issue:43650", "issue:43673", "issue:43688", "issue:43761", - "issue:43827", "issue:43931", - "issue:43994", "issue:44060", "issue:44190", "issue:44242", "issue:44479", + "issue:44514", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", @@ -10524,233 +10620,232 @@ "issue:44977", "issue:45127", "issue:45200", - "issue:45381", "issue:45406", "issue:45542", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:46178", + "issue:46202", "issue:46234", - "issue:46369", "issue:46421", - "issue:46617" + "issue:46617", + "issue:46640" ], "soft_pairs": [ - "issue:41950|issue:43475", + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", "issue:43572|issue:46178", "issue:43388|issue:43688", "issue:45127|issue:45200", + "issue:43352|issue:46640", "issue:45542|issue:46234", + "issue:41950|issue:43475", "issue:43504|issue:45698", "issue:43673|issue:44743", - "issue:43525|issue:43531", "issue:44792|issue:44977", - "issue:44792|issue:45600", - "issue:44534|issue:44913", - "issue:44617|issue:45584", + "issue:44792|issue:45600", + "issue:43525|issue:43531", "issue:44734|issue:45406", + "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:35141|issue:42490", - "issue:45381|issue:46369", + "issue:44617|issue:45584", "issue:45632|issue:46617", "issue:44855|issue:45588", "issue:43931|issue:44060", "issue:43761|issue:44242", - "issue:43673|issue:46421", - "issue:43827|issue:43994", - "issue:45563|issue:45584", - "issue:44479|issue:44734", - "issue:43065|issue:44610", - "issue:43644|issue:44913" + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "82119242d0a01a79222f1ab38437ff91d83274e989d62c723f626d6c5a8ab894", + "prepared_review_unit_hash": "1b0bac3cd64291569e25108d79a48c82d8c42967a2f28b062ee5bb6c88557565", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35050, - "estimated_input_tokens": 8763, - "estimated_eval_tokens": 17782 + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many distinct Transformers bugs across loading, generation, processors, configs, and cache behavior. The only clear action is to keep it split; no soft edge looks like the same underlying issue or change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45698 is the strongest anchor only in the sense that it is open, active, and broad around model loading/custom module resolution, but it does not actually represent the whole cluster well.", + "summary": "These items look like a mixed bag of unrelated Transformers bugs rather than one duplicate cluster. The soft pairs mostly share broad themes like caching, multimodal/video, or loading, but the concrete failure modes and code paths are different enough to reject them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45698 is the broadest and most central loader-related report in the set, with the highest discussion activity and inbound references; if a single issue must represent the group, it is the best candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most prominent and triage-worthy issue in the set, with the most discussion/inbound attention and a broadly useful loading-related scope.", + "best_issue_reason": "Issue 45698 is the best standalone issue in this set because it describes a general from_pretrained/save_pretrained custom-module loading problem rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is a vague data request, the other is a Gemma tokenizer roundtrip bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: tied-weight loading in Mistral3 vs FlashAttention support in Ministral-3." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 family, but one is about a dummy Conv2d and the other is CUDA OOM in video inference." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both multimodal/video-related, but one is a Qwen3OmniMoe video-input processing error and the other is batched chat-template padding behavior." + }, + { + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Different subsystems and failures: video-classification processor lookup vs missing vision encoder attribute in SAM3 video." + "reason": "Different subsystems: CLIPVisionModel hidden-states regression vs Qwen video-input regression." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: StableLm config pad token field regression vs a TensorFlow backend mapping error." + "reason": "Unrelated config key bug vs backend-mapping error for tensorflow_text." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary loss normalization in MoE models." + "reason": "Different training/eval bugs: metric-gathering label truncation vs auxiliary-loss normalization." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different problems: LoRA merge with extended vocab/tied embeddings vs defaulting mm_token_type_ids for text-only fine-tuning." + "reason": "Both model-specific, but one is LoRA/vocab merge collapse and the other is a Gemma 4 token-type-id defaulting issue." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague on the right and not the same concrete FlashAttention 2 incompatibility as the Nemotron issue." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Backend-install detection issue is not the same as a missing import_utils availability helper." + "reason": "Different import/backend problems: TensorFlow backend detection vs missing import_utils symbol." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both mention vision/video, but one is processor selection and the other is a missing FPN attribute on Sam3 output." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading, but one is a legacy preset field and the other is wrong custom-module resolution after save_pretrained; not the same bug." + "reason": "Both loading-related, but one is a legacy field preset load failure and the other is wrong custom-module resolution after save/load." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is chunked_prefill cache initialization in GenerationMixin and the other is Qwen3.5 recurrent-state reset in modular code." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Different config issues: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Cache-related, but different problems: chunked prefill cache initialization vs recurrent-state reset with seq_len>1." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Unrelated model-specific failures: janus image generation test vs Qwen3.5 flash-attention generation bug." + "reason": "Unrelated: janus image-generation test failure vs Qwen3.5 FlashAttention generation bug." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different areas: janus generation test failure vs stale auto_mappings entries for removed Sam3LiteText configs." + "reason": "Different topics: janus generate-images test vs auto_mappings referencing removed configs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "General buffer initialization regression is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Different model bugs: missing pad_token_id in Llama4Config vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different symptoms and code paths: Sam3Video OOM vs Whisper empty-transcription generation failure." + "reason": "Both serve-related, but one is KV-cache continuation indexing and the other is a missing _tokenizer on Gemma4Processor." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is a missing processor attribute." + "reason": "Unrelated config/runtime issues: non-persistent buffers vs GPTNeoX rotary_pct reload defaulting." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading script failure and multimodal model loading failure are separate problems." + "reason": "Different loading paths: local dataset script failure vs multimodal model load failure." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize is unrelated to local-path trailing-slash import warnings." + "reason": "Completely different bugs: embedding resize/tie-word-embedding behavior vs path trailing-slash import warning." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-lite-text memory overflow are different bugs." + "reason": "Unrelated: SAM3 video OOM vs Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is cache-key collision across leaf directories and the other is a FileNotFoundError from cache loading; not clearly the same root cause." + "reason": "Both trust_remote_code/cache-related, but one is leaf-directory cache collision and the other is FileNotFoundError from cache loading." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Import-time JIT parsing error is unrelated to flash_attention handling of s_aux=None." + "reason": "Different failure modes: Python 3.13 IndentationError in DebertaV2 vs flash_attention.py s_aux=None AttributeError." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen3-family issues: load-time weight-shape mismatch vs incorrect tied-weights warning across layers." + "reason": "Both Qwen-related, but one is a weight-shape mismatch and the other is an incorrect tied-weights warning." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Hidden-states omission in CLIPVisionModel is unrelated to router-logits/load-balancing loss handling." + "reason": "Both regression-ish, but CLIP hidden-states is unrelated to load-balancing loss being skipped when output_router_logits=False." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing removed pipeline() is not the same as a model producing nonsensical outputs." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning about num_return_sequences is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression across Qwen VL models is distinct from a server-side KV-cache continuation indexing crash." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "SAM3 pixel decoder dummy layer and OmDet-Turbo processor resolution mismatch are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk fill is a different regression from GPTNeoXConfig rotary_pct not surviving reload." + "reason": "Both mention cache and prefill, but one is missing GenerationMixin cache in v5.0.0 while the other is spurious recompilation from lazy cache init." } ] }, @@ -10772,34 +10867,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:25251", "issue:27957", - "issue:36246", "issue:39692", - "issue:41628", "issue:41720", - "issue:42175", - "issue:42796", + "issue:43065", "issue:43295", "issue:43335", "issue:43540", "issue:43550", + "issue:43644", + "issue:43827", + "issue:43994", "issue:44077", "issue:44112", "issue:44190", "issue:44246", - "issue:44279", "issue:44462", "issue:44464", + "issue:44479", "issue:44521", + "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", "issue:44855", "issue:44877", + "issue:44913", "issue:44933", "issue:44938", "issue:45003", @@ -10816,237 +10913,250 @@ "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", "issue:46369", - "issue:46489" + "issue:46489", + "issue:46655" ], "soft_pairs": [ - "issue:44933|issue:45362", + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43644|issue:44913", + "issue:44479|issue:44734", "issue:25251|issue:27957", + "issue:44933|issue:45362", "issue:41720|issue:45245", + "issue:43065|issue:44610", "issue:43335|issue:44855", "issue:43550|issue:44190", "issue:44077|issue:44877", "issue:44464|issue:45563", + "issue:45381|issue:46655", "issue:44617|issue:46369", "issue:43335|issue:44190", "issue:45127|issue:45357", - "issue:44521|issue:45381", + "issue:44779|issue:46489", "issue:44112|issue:45600", "issue:39692|issue:44190", - "issue:44779|issue:46489", - "issue:43540|issue:44734", - "issue:43295|issue:45276", + "issue:44521|issue:45381", "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:43540|issue:44734", "issue:44938|issue:45542", - "issue:45276|issue:45584", "issue:44462|issue:45907", + "issue:45276|issue:45584", "issue:45632|issue:46234", - "issue:42796|issue:44521", - "issue:44246|issue:45003", - "issue:36246|issue:41628", - "issue:46082|issue:46121", - "issue:45245|issue:45584", - "issue:42175|issue:44279" + "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "9e78eeedc4e53ec9f0bc3bccfa6f46b846e7975a6307388531e9cf20b47b8b0f", + "prepared_review_unit_hash": "4abe87aef01f05018cbd61e2427d0f822d34a7f92dc63dbe9ac4373b765196ac", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35206, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are broad thematic matches, not true duplicates. The only plausible duplicate pair is the DeepSeek tokenizer regression (44779/46489), which appears to be the same v5 tokenizer bug described at different specificity levels.", - "confidence": 0.78, - "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the set: it names the affected model family (DeepSeek-Coder v1), the regression boundary (v5+), and references the earlier fix gap, making it the best canonical issue if these two are deduped.", + "summary": "Most pairs are clearly distinct bug reports. The only likely duplicate is the DeepSeek tokenizer regression pair, which appears to describe the same v5+ tokenizer breakage at different specificity levels.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the only apparent duplicate pair, with a clear model/version scope and direct reference to the prior fix gap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the strongest issue candidate overall because it is precise, regression-focused, and ties back to an existing fix gap; the other items are either unrelated or too generic to serve as a representative canonical issue.", + "best_issue_reason": "issue:46489 is the best representative issue overall because it is narrowly scoped, regression-focused, and tied to the relevant upstream fix history.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning removed pipeline APIs are unrelated to a SigLIP2 model/pipeline output bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different failure modes: a stale warning in paged generate vs an empty-transcription crash after token alignment." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal/model bugs, but they concern different models and symptoms: video position IDs vs memory overflow." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to GPTNeoXConfig rotary_pct serialization/reload behavior." + }, + { + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failure modes: an image_utils import problem vs a Qwen chat crash." + "reason": "Both involve Qwen/serving regressions, but one is video-input handling and the other is KV-cache continuation indexing." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Unrelated behavior: pipeline top_k output shape vs XLM-RoBERTa Flash Attention 2 support." + "reason": "Pipeline top_k nesting behavior is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is not the same bug as Qwen3.5 chat crashes." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different bug classes: Qwen3 auto device-mapping CUDA assert vs a category-count limit error." + "reason": "Qwen3 auto device mapping CUDA asserts and a category-count limit error are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model image-size mismatch." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "No shared underlying code path: SwitchTransformers sparse-layer config bug vs Python 3.13 JIT parsing/IndentationError." + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different models and problems: Bamba torch.compile/SDPA failure vs local dataset loading in an example script." + "reason": "A torch.compile/SDPA model failure is unrelated to local dataset loading in the training script." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both concern config handling, but one is an invalid optional field and the other is strict loading of a specific granite_speech config; not the same bug." + "reason": "Optional post_init handling in one config is not the same as strict config rejection for granite_speech." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "One is a compiled-forward generation correctness issue; the other is a stale warning in paged generate()." + "reason": "Compiled-forward generation inconsistency is a different generation bug from the stale num_return_sequences warning." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they target different models and distinct preprocessing problems." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same model family, but the reports differ materially: Sam3Video OOM vs sam3-litetext memory overflow." + "reason": "Sam3Video CUDA OOM and sam3-litetext memory overflow are related only by family name, not the same concrete bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Completely different areas: model config construction vs example-script dataset loading." + "reason": "Sparse-layer config construction is unrelated to local dataset loading failures." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different save/merge paths: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." + "reason": "LoRA vocabulary merge collapse is unrelated to incorrect visual encoder keys during save_pretrained." }, { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is video vision_position_ids." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression on v5+: one report is broad, the other is a specific DeepSeek-Coder instance tied to the earlier fix gap." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Different CI failures with different root causes: stale GraniteSpeech device override test vs removed Sam3LiteText auto_mappings entries." + "reason": "A stale GraniteSpeech device override test and broken auto_mappings references are separate CI issues." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to local dataset loading." + "reason": "SigLIP2 documentation example errors are unrelated to local dataset loading in the image-classification script." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression on transformers v5+: both report incorrect tokenizer output, and 46489 is the more specific variant referencing the gap in the prior fix." + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong video vision_position_ids are different multimodal template/preprocessing bugs." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Different runtime paths and symptoms: Qwen3OmniMoe video processing ValueError vs serve-time KV cache indexing crash." + "reason": "CPU tensor creation in XLNet relative positions is unrelated to Fuyu's broad exception handling bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both touch model/processor plumbing, but one is a regression in processor.tokenizer/image handling and the other is resize_token_embeddings propagation." + "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to gemma4 resize_token_embeddings propagation." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Device-placement performance bug in XLNet is unrelated to a bare except in FuyuBatchFeature conversion." + "reason": "Qwen3OmniMoe video processing ValueError and serve KV-cache indexing are separate failures." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is not the same as a missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Different model behaviors: Gemma4 embedding resize propagation vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Python 3.14 import/load failures are unrelated to the TensorBoard-without-TensorFlow backend issue." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different repo/file resolution issues: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files missing the revision argument." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Unrelated cache-path collision bug vs missing import_utils availability helper." + "reason": "Embedding resize propagation and Whisper empty-transcription generation failures are different problems." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are different bugs." + "reason": "A trust_remote_code cache-path collision is unrelated to a missing import_utils availability helper." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe sys.modules access are not the same underlying issue." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they affect different symbols and code paths (Qwen2.5 VL image processor vs AutoImageProcessor export)." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Different validation layers: LlamaConfig head_dim checks vs rope parameter conversion on JSON-loaded lists." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-count limits and Whisper empty transcription handling are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "The first is a specific extras-install backend packaging bug; the second is too generic to confirm the same root cause." + "reason": "Slow import timing and unsafe sys.modules access are different import-time concerns, not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44779 vs issue:46489, is supported by the titles and the shared DeepSeek tokenizer regression framing. The other pair rejections are cautious and do not overclaim duplication based on the provided evidence." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative. The only accepted pair (issue:44779 vs issue:46489) is plausibly the same DeepSeek tokenizer regression at different specificity levels, while the rest are appropriately treated as distinct bugs. No PR-pair mergeability concerns apply here since this is issue-only data." }, "evaluator_used": true, "retried": false, @@ -11065,17 +11175,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:27957", "issue:32090", "issue:35141", "issue:36246", "issue:38617", + "issue:41628", "issue:41950", + "issue:42175", + "issue:42796", "issue:42907", "issue:43295", - "issue:43381", "issue:43404", "issue:43441", "issue:43479", @@ -11088,280 +11200,264 @@ "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44112", "issue:44186", "issue:44220", "issue:44279", "issue:44295", - "issue:44336", "issue:44496", + "issue:44521", "issue:44683", "issue:44734", - "issue:44792", "issue:44964", "issue:44987", "issue:45042", "issue:45083", "issue:45216", + "issue:45245", "issue:45335", "issue:45375", "issue:45446", - "issue:45588", - "issue:45593", + "issue:45584", "issue:45600", - "issue:46123", - "issue:46369", + "issue:46082", + "issue:46121", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:43643|issue:44496", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:45245|issue:45584", "issue:44964|issue:45600", - "issue:36246|issue:38617", - "issue:44112|issue:44964", + "issue:43643|issue:44496", + "issue:42175|issue:44279", "issue:43854|issue:44964", - "issue:44683|issue:45446", + "issue:44112|issue:44964", + "issue:36246|issue:41628", "issue:27957|issue:35141", - "issue:44295|issue:46506", + "issue:36246|issue:38617", "issue:43404|issue:45216", "issue:44186|issue:44734", - "issue:41950|issue:44016", + "issue:44295|issue:46506", "issue:43650|issue:44220", - "issue:43673|issue:46424", - "issue:44016|issue:44220", - "issue:43479|issue:45375", + "issue:41950|issue:44016", "issue:32090|issue:35141", + "issue:44683|issue:45446", + "issue:43479|issue:45375", + "issue:43673|issue:46424", "issue:43531|issue:45600", + "issue:44016|issue:44220", "issue:45083|issue:46506", - "issue:43295|issue:45335", "issue:43976|issue:44987", + "issue:43295|issue:45335", "issue:43526|issue:43901", "issue:44496|issue:45042", "issue:42907|issue:43441", - "issue:43901|issue:44496", - "issue:43381|issue:45593", - "issue:43673|issue:44336", - "issue:43976|issue:44279", - "issue:44016|issue:44062", - "issue:43441|issue:45588", - "issue:46123|issue:46369", - "issue:44792|issue:46424" + "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "4cacdb8177df97951e6675ae07730c4b5b6056a20f2b48f2fe94e5c517613f28", + "prepared_review_unit_hash": "9c73959754f5004c122119aff7770c96434e32e51e819ae2ca3a85be9ce2e805", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36457, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 29, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but actually distinct transformer bugs, dominated by model-loading/config/import issues. I did not find any soft pair that looks like the same underlying bug or a PR-worthy merge target.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44964 is the best representative of the cluster\u2019s recurring theme of concrete model-loading regressions, and it is one of the more central/connected items among the soft-similarity candidates.", + "summary": "The cluster is mostly noise: the soft pairs span unrelated bug reports, packaging issues, model-specific regressions, and docs/notebook problems. I found no true duplicate pair to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many unrelated failure modes across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is a clear, reproducible user-facing failure with a specific model and a recent-transformers regression, making it the strongest anchor for this noisy cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not semantically coherent enough to justify one canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs rope-validation type handling." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both are loading/config-related, but one is about `trust_remote_code` dropping fields and the other about an unrecognized model due to missing `model_type`; different failure modes." + "reason": "Category-count runtime error and Whisper empty-transcription handling are different code paths." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a model load failure for Phi-4 multimodal; the other is a CI break from stale `auto_mappings.py` references to removed configs." + "reason": "Model loading for Phi-4 multimodal is unrelated to stale auto_mappings references." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are ImportErrors, but they involve different symbols, different modules, and unrelated root causes." + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is an unrecognized-model/model_type error." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal model-loading regression." + "reason": "Packaging backend mismatch is not the same as a generic dependency issue report." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and symptoms; one is a unit-test load failure for GLM-4.7-Flash, the other is a general latest-transformers model load issue." + "reason": "Different models and different loading failures; no shared underlying bug." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test for GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled-kernel failure on torch>=2.9 while the other is a bad version check for AuxRequest import." + "reason": "Both are import errors, but they concern different symbols and different missing-export causes." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are unrelated bugs." + "reason": "FlashAttention support for XLMRoberta is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Registering `position_ids` as a buffer causing read errors is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Separate import failures in different modules with different missing names." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "These affect different model families and different code paths: lm_head tying vs checkpoint save_pretrained behavior." + "reason": "Tie-weight bug in Mistral3 and Qwen3.5 checkpoint saving are distinct regressions." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER/padding are not the same bug as KV-cache continuation indexing in serve." + "reason": "Tokenizer padding/NER crash and serve KV-cache continuation crash are unrelated." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "A video-classification pipeline processor lookup issue and a notebook syntax error are entirely different problems." + "reason": "One is a position_ids buffer access error; the other is CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap beyond being issue reports; one is a placeholder title, the other is an audio feature extraction bug." + "reason": "Junk/generic issue text and audio feature extraction are not the same bug." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both involve cache, but one is a missing GenerationMixin cache in chunked prefill and the other is `max_cache_length` only applying to quantized cache." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Notebook syntax error vs `_torch_extract_fbank_features()` bug; no shared code-path." + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resize/reinit behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile failure on torch>=2.9 while the other is a bad PyTorch version gate for AuxRequest import." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field issues, but they concern different multimodal models and different missing/default fields." + "reason": "Different multimodal config bugs affecting different fields and model families." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to embedding resize/post_init reinitialization." + "reason": "Chunked_prefill cache regression and max_cache_length only applying to quantized cache are different issues." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto-mapping references are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed auto_mapping references." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Helper output-length computation in qwen3_omni_moe is unrelated to CPU/CUDA discrepancies in document layout parsing." + "reason": "Notebook syntax error and _torch_extract_fbank_features are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Both are regressions around token embeddings, but they are different models and different failure mechanics." + "reason": "Helper output-length logic in qwen3_omni_moe is unrelated to CPU/CUDA result differences." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "A Python-version support issue is unrelated to loading a specific physical-intelligence model on transformers>=5.1.0." + "reason": "Python-version support packaging issue and a model-loading failure are different problems." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize mismatch are distinct bugs." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and docs mentioning `return_all_scores` are unrelated." + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model-type recognition failure and PIL backend requiring torchvision are different classes of bugs." + "reason": "Unrecognized model/config loading and PIL backend torchvision dependency are different failures." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different bug from FlashAttention runtime failure in Ministral-3." + "reason": "Ministral dequantized save failure and FlashAttention failure are separate model-specific regressions." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for text classification does not match an unrecognized-model loading error." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses when denoising is off are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache-missing behavior in GenerationMixin and ANSI codes in loading reports do not share a code path." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python/version compatibility is unrelated to a generic dependency issue with transformers." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but one is a general Ministral-3 failure and the other is a sink-less-model `s_aux=None` AttributeError." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Final-partial-batch handling in MaskGenerationPipeline is not the same as memory overflow in sam3-litetext." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "A janus image-generation test failure is unrelated to cache configuration semantics." + "reason": "Docs mentioning return_all_scores and unrecognized-model config loading are not the same bug." } ] }, @@ -11383,7 +11479,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:38175", "issue:39692", @@ -11391,274 +11487,288 @@ "issue:42796", "issue:43295", "issue:43299", - "issue:43479", - "issue:43525", + "issue:43381", + "issue:43441", "issue:43577", "issue:43650", + "issue:43673", "issue:43824", "issue:43854", "issue:43901", "issue:43976", + "issue:44016", + "issue:44062", "issue:44075", "issue:44242", "issue:44279", + "issue:44336", "issue:44351", "issue:44368", - "issue:44466", "issue:44496", - "issue:44521", "issue:44617", - "issue:44683", "issue:44779", + "issue:44792", "issue:44933", "issue:45020", - "issue:45103", "issue:45200", "issue:45216", - "issue:45276", "issue:45278", - "issue:45325", "issue:45335", "issue:45357", - "issue:45372", "issue:45405", - "issue:45542", "issue:45584", + "issue:45588", + "issue:45593", "issue:45759", "issue:45812", "issue:45823", "issue:46082", - "issue:46209", + "issue:46123", + "issue:46369", "issue:46399", + "issue:46424", "issue:46512", "issue:46515" ], "soft_pairs": [ + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:46123|issue:46369", + "issue:44792|issue:46424", "issue:43824|issue:44933", "issue:44496|issue:45759", "issue:43299|issue:45216", "issue:44279|issue:46515", "issue:45335|issue:45584", - "issue:44075|issue:44368", "issue:46082|issue:46399", + "issue:44075|issue:44368", "issue:44279|issue:45405", - "issue:42796|issue:43650", "issue:43577|issue:45216", - "issue:39692|issue:43901", + "issue:42796|issue:43650", "issue:43295|issue:44779", - "issue:41950|issue:45020", + "issue:39692|issue:43901", "issue:44351|issue:45278", - "issue:45103|issue:45372", - "issue:43299|issue:45357", "issue:43976|issue:45405", - "issue:44242|issue:45200", - "issue:38175|issue:44617", - "issue:41950|issue:45823", + "issue:43299|issue:45357", "issue:46082|issue:46512", - "issue:44683|issue:45542", + "issue:41950|issue:45020", + "issue:44242|issue:45200", "issue:44779|issue:45812", + "issue:38175|issue:44617", "issue:43299|issue:43854", - "issue:43650|issue:46209", - "issue:43479|issue:43525", - "issue:44466|issue:45276", - "issue:44521|issue:45325" + "issue:41950|issue:45823" ], - "prepared_review_unit_hash": "7da25f2d2880e03b34749ff519c88fefd491ade435ce12309295da28859d9eb1", + "prepared_review_unit_hash": "0e58feff5020692bba656ed5f39c7c51757b381d1eb69f4b4fa0c69ccbcb1073", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35628, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated Transformers issues that only share broad themes like regressions, import errors, or tokenizer/model-loading problems. I found no soft pair that clearly describes the same concrete bug or change path.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44521 is the best anchor: it has the broadest multimodal behavior description, the most inbound references, and active discussion. Even so, the set is not a tight duplicate cluster.", + "summary": "These are mostly unrelated closed issue reports spanning tokenizer, loading, cache, pipeline, documentation, and dependency regressions. The soft pairs share broad subsystem or version-change themes, but none look like the same concrete bug/change, so all should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45020 is the closest thing to an umbrella report here because it broadly covers recent-version breakage in model loading for remote_code models, but there is no true duplicate hub in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most representative and highest-signal issue in this set; it is specific enough to be actionable while still broad within the cluster theme.", + "best_issue_reason": "Issue 45020 is the most representative anchor if one must pick a single issue: it is broad, regression-focused, and closer to the general pattern of the other reports than the narrowly scoped ones.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are import-related, but one is a missing Qwen2.5-VL class and the other is a nonexistent image_utils export; different symbols and code paths." + "reason": "Different bugs: gradient checkpointing eval-mode behavior vs D-FINE auxiliary-loss handling." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "One is a generic model-type/config loading failure, the other is a composite Qwen multimodal from_config unwrapping bug; not the same defect." + "reason": "One is a Python support/version compatibility problem; the other is a generic dependency issue with no matching failure mode." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Both are Qwen regressions, but one breaks model loading and the other corrupts save_pretrained output; different operations and fixes." + "reason": "Chunked-prefill cache plumbing and ANSI formatting in loading_report are unrelated." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "These are unrelated environment compatibility reports with different dependency layers and no shared concrete failure mode." + "reason": "Both mention flash attention, but they target different models and different code paths." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "One concerns resize_token_embeddings on t5gemma, the other Whisper generation after align_special_tokens; unrelated subsystems." + "reason": "Notebook syntax error is unrelated to the AddedToken keyword-argument TypeError." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "SGD argument handling is unrelated to a tie_word_embeddings warning during Qwen LoRA fine-tuning." + "reason": "Partial-batch result dropping and SAM3 LiteText OOM are different failure classes." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "One is a LlamaConfig validation issue, the other is a Qwen3.5 kernel registration crash; different model families and code paths." + "reason": "Janus image-generation test failure is not the same as cache max-length handling." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A vague dependency issue is not the same as a specific MIN_PEFT_VERSION bump problem." + "reason": "Distinct import errors affecting different symbols and modules." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "The first is a tokenizer bug; the second is an empty title with no evident technical content." + "reason": "Both are model-loading related, but one is unrecognized config/model type and the other is missing text_config unwrapping." }, { - "left": "issue:43577", + "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are different bugs affecting different mechanisms." + "reason": "Same model family and version era, but one is a load failure while the other is an incorrect save_pretrained checkpoint layout." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both mention docs, but one is SigLIP2 example errors and the other is a pipeline docstring mismatch; not the same issue." + "reason": "Generic dependency issue versus a specific torch version incompatibility; no shared bug." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both are tokenizer/regression reports, but they affect different models and behaviors; no clear shared root cause." + "reason": "resize_token_embeddings propagation and Whisper empty-transcription generation are separate problems." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "LlamaConfig validation and Qwen3.5 rotary-kernel registration are unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "45278 is a broad umbrella for many import errors, but 44351 is one specific missing symbol; insufficient evidence they are the same bug." + "reason": "Optimizer argument usage bug versus a tied-word-embeddings warning in LoRA fine-tuning." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "An auto-docstring annotation crash is unrelated to a mistral_common import error in Gemma 4 processor loading." + "reason": "Both involve dependencies, but one is vague breakage and the other is a too-new PEFT version pin." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is loading failure and the other is incorrect visual-encoder save_pretrained keys; different concrete fixes." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different model-specific regressions." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Python version support and a PEFT minimum-version bump are unrelated compatibility problems." + "reason": "Tokenizer BPE-marker handling and a placeholder/troll issue are unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different training-time behaviors in different model families." + "reason": "Both are tokenizer regressions, but one is a processor/tokenizer API break with images and the other is incorrect DeepSeek tokenization; not the same code-path bug." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "A SigLIP2 probability issue and a Sam3Video OOM are clearly unrelated." + "reason": "SigLIP2 zero probabilities and SAM3Video OOM are unrelated model behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection and Gemma4 PLE device placement are different bugs." + "reason": "Video-classification processor lookup and Gemma4 device placement are unrelated." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Head_dim validation in LlamaConfig is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained regression." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45200", + "right": "issue:44242", "accept": false, - "reason": "Torch 2.9 flex_attention compilation and a TensorBoard/TensorFlow backend import issue are unrelated." + "reason": "Gemma4 token-type defaults and MoE load-balancing loss are different training-time issues." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Different tokenizer regressions for different model families; not enough evidence of a shared underlying change." + "reason": "A missing HybridCache import and a broad import-error report are not the same concrete bug." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Qwen3VL loading and GLM-4.7-Flash unit test loading are separate model-loading failures." + "reason": "Nonexistent image_utils import versus many import errors after upgrade; overlap is only superficial." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "One has no technical substance; the other is an FP8 inference-on-B200 bug." + "reason": "Dependency problem vs torch-specific incompatibility, with no matching root cause." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45588", "accept": false, - "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "Qwen3.5 loading regression and flash_attention s_aux=None crash affect different subsystems." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43295", + "right": "issue:45216", "accept": false, - "reason": "Both touch embedding-related behavior, but one is serialization inconsistency and the other is resize_token_embeddings not updating Gemma4 embeddings; distinct code paths." + "reason": "Custom processor/tokenizer API regression is not the same as incorrect Qwen3.5 checkpoint serialization." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Assistant mask generation for multimodal chat templates is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Specific missing symbol import versus broad multiple-import-failure report." } ] }, @@ -11680,44 +11790,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:33290", "issue:42175", "issue:42994", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", - "issue:43643", + "issue:43650", "issue:43653", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", - "issue:43824", - "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", "issue:44291", - "issue:44297", - "issue:44336", "issue:44361", "issue:44462", - "issue:44589", + "issue:44466", + "issue:44521", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:45081", - "issue:45362", + "issue:45103", + "issue:45276", + "issue:45325", + "issue:45372", "issue:45397", "issue:45542", "issue:45593", @@ -11728,242 +11837,236 @@ "issue:45823", "issue:45834", "issue:45907", + "issue:46209", "issue:46291", "issue:46399" ], "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:44466|issue:45276", + "issue:43650|issue:46209", + "issue:44521|issue:45325", + "issue:45103|issue:45372", "issue:43653|issue:45593", "issue:44016|issue:44291", - "issue:44297|issue:44462", + "issue:44462|issue:45081", "issue:43441|issue:45834", - "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:44361|issue:45593", - "issue:44623|issue:44749", - "issue:44261|issue:44263", + "issue:42994|issue:43317", "issue:45081|issue:45907", + "issue:44261|issue:44263", + "issue:44623|issue:44749", "issue:45600|issue:45712", "issue:44623|issue:45397", - "issue:45542|issue:45800", "issue:42175|issue:43976", "issue:43901|issue:43994", - "issue:44016|issue:45823", "issue:44671|issue:44779", - "issue:43441|issue:44683", + "issue:45542|issue:45800", "issue:43723|issue:44162", - "issue:43525|issue:43881", + "issue:43441|issue:44683", "issue:43901|issue:44246", "issue:43673|issue:43761", - "issue:46291|issue:46399", - "issue:43824|issue:43976", - "issue:43525|issue:43643", - "issue:44589|issue:45362", - "issue:44188|issue:44336", - "issue:44297|issue:45397", - "issue:43784|issue:45542" + "issue:44016|issue:45823", + "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "35cd0aa663f807e5ca25e68a07ad3dd729a3a74f9656ba6d343104c3a82dea52", + "prepared_review_unit_hash": "8f1a90bb259e88084cd6530a9539e3eb13c68d374bd59f0ecd8820817d33786a", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36319, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 28, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of heterogeneous Transformers v5 regression reports, not a tight duplicate cluster. The soft edges are mostly topical similarity (tokenizers, loading, kernels, deepspeed) rather than the same underlying bug, so none should be merged. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43723 is the broadest user-facing v5 loading regression in the set (AutoTokenizer.from_pretrained), so it is the best anchor for the tokenizer/config-loading subset.", + "summary": "The set is highly heterogeneous: most items are unrelated regressions, packaging issues, tokenizer/model bugs, docs, or CI hygiene. I did not find any soft pair that looks like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the strongest representative landing spot: it is an active, well-described, user-facing multimodal bug with clear repro and multiple references, unlike the more incidental docs/CI or one-off model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the most central and general issue here; it represents the broad loading regression theme better than the more model-specific or subsystem-specific reports, though it still does not subsume the whole set.", + "best_issue_reason": "issue:44521 is the best global issue target because it is open, has the most discussion/inbound attention among the relevant bugs, and is concrete enough to serve as a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is Phi4MultimodalConfig default handling and the other is Llama4Config missing pad_token_id; different models and different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: torch 2.9 flex_attention compilation vs TensorFlow backend packaging/install behavior." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different code paths: lm_head.weight serialization/tied-weights behavior vs resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "One is a vague data request, the other is an FP8/B200 inference failure; no shared bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and temporal rope-index scaling are distinct bugs in different functions." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash vs Gemma4 processor import dependency failure; unrelated." + }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different problems: BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; different components and symptoms." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Unrelated: notebook syntax error vs init_empty_weights/_is_hf_initialized TypeError." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer save/load issues, but one is save_pretrained metadata and the other is AutoTokenizer ignoring repository tokenizer.json; different bugs." + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch AttributeError; different root causes." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: FlashAttention regression vs OCR long-input index error." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Both involve quantization/loading, but save failure and dequantized offload load failure are distinct code paths." + "reason": "FlashAttention incompatibility for Ministral vs long-OCR-input index error in Kosmos2.5; different models and code paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but OOM in Adafactor is not the same as optimizer.step being called twice." + "reason": "Both mention deepspeed/optimizer behavior, but AdaFactor OOM and optimizer.step being called twice are not the same concrete bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different subsystems and symptoms: tokenizer attribute error vs D-FINE training-loss behavior." + "reason": "Tokenizer AttributeError vs D-FINE loss logic; no underlying overlap." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are different operations and failures." + }, + { + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to the reported data-filtering slowdown." + "reason": "Tokenizer regex crash vs list_repo_files not forwarding revision; unrelated fixes." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is a layernorm epsilon precision/config issue and the other is a torch.split return-value issue." + "reason": "LayerNorm eps precision issue vs torch.split return handling in GlmMoeDsaIndexer; distinct bugs." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Mistral tokenizer regex crash is unrelated to list_repo_files failing to forward revision." + "reason": "processor.save_pretrained missing files vs a slow-data-filtering report after upgrade; not the same bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed auto-mappings entries vs leftover dummy classes are separate maintenance bugs." + "reason": "Both are repo-maintenance issues, but stale auto_mappings references and leftover dummy classes are different fixes." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file emission is unrelated to gemma-4 zero3 from_pretrained failure." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorFlow backend installation bug vs torch/transformers version incompatibility are different issues." + "reason": "Missing processor save files vs Gemma4 zero3 from_pretrained failure; unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend omission is unrelated to Python version compatibility." + "reason": "TensorFlow backend missing from a torch install and Python version compatibility are separate packaging issues." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as bad SigLIP2 model/pipeline outputs." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Docs mentioning return_all_scores vs a model producing nonsensical outputs are not the same bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked-LM output and Deepseek tokenizer output are different concrete bugs." + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different model/tokenizer paths." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Both mention attention kernels, but FlashAttention failure and compiled flex_attention failure are distinct backend/version problems." + "reason": "Missing tf backend from install vs torch/transformers version incompatibility; different root causes." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading in v5 is not the same as ESM2 model breakage." + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Different model-specific loading failures: missing pad_token_id vs glm-4v-9b load failure." + "reason": "FlashAttention runtime failure and flex_attention compile failure are both attention-related but not the same bug." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch is unrelated to intermittent import slowness." + "reason": "Docs mismatch for a pipeline parameter vs intermittent import slowness; unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache chunked_prefill bug is unrelated to CLIP hidden_states handling." + "reason": "Generation cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different components." }, { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Both are kernels-related, but one is an import/version gate and the other is a Qwen3.5 rotary registration crash." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing Qwen2.5-VL export is unrelated to Python version support." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both concern missing config fields, but the specific model config AttributeError and the trust_remote_code missing-fields bug are different issues." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence and ANSI escape output in loading_report are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer save metadata mismatch and gemma-4 zero3 loading are unrelated." + "reason": "Notebook syntax error vs Gemma4 device mismatch in forward; unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Importing sentence-transformers with missing nn is unrelated to TensorFlow backend installation." + "reason": "pipelines import failure due kernels version/revision requirements is not the same as a missing decorator on apply_rotary_pos_emb registration." } ] }, @@ -11985,7 +12088,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36246", "issue:41628", @@ -11993,296 +12096,296 @@ "issue:42491", "issue:42757", "issue:42886", - "issue:43257", "issue:43299", - "issue:43475", + "issue:43525", "issue:43526", "issue:43531", + "issue:43540", "issue:43550", - "issue:43596", - "issue:43673", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", "issue:43901", "issue:43976", - "issue:44162", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", "issue:44485", "issue:44496", - "issue:44561", + "issue:44589", "issue:44734", - "issue:44749", "issue:44779", - "issue:44857", "issue:44871", "issue:45003", "issue:45103", - "issue:45137", - "issue:45200", "issue:45292", "issue:45362", "issue:45397", + "issue:45542", "issue:45561", "issue:45563", "issue:45593", "issue:45859", "issue:46132", - "issue:46369", "issue:46399", "issue:46424", - "issue:46506" + "issue:46506", + "issue:46655" ], "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:44297|issue:45397", "issue:44336|issue:44373", "issue:41628|issue:43976", + "issue:43784|issue:45542", "issue:44246|issue:44496", "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:44242|issue:45593", - "issue:44295|issue:45397", "issue:42491|issue:43299", + "issue:44295|issue:45397", "issue:43526|issue:45003", "issue:43531|issue:45362", "issue:44246|issue:44871", "issue:44336|issue:44485", - "issue:41950|issue:44220", "issue:43550|issue:46506", - "issue:36246|issue:42757", - "issue:36246|issue:44351", + "issue:41950|issue:44220", "issue:42886|issue:46132", + "issue:36246|issue:42757", "issue:44336|issue:46424", + "issue:36246|issue:44351", + "issue:43540|issue:46655", "issue:44779|issue:45292", - "issue:44734|issue:46424", - "issue:45003|issue:45561", "issue:45859|issue:46399", - "issue:43901|issue:45003", - "issue:43475|issue:46369", - "issue:44242|issue:44857", - "issue:43257|issue:45137", - "issue:36246|issue:43596", - "issue:44295|issue:44749", - "issue:44496|issue:45003", - "issue:43673|issue:44561", - "issue:44162|issue:45200" + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "e8ad551a07c332eddd48c0676f90c9e2e92f1596c75599eaa4afe2090a239b04", + "prepared_review_unit_hash": "2ff45df245ba9102dbbfff03da7020ec0c5181fd5c9f398fd5ca2ce0bdcfb849", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36819, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose set of unrelated Transformers issues, with only superficial overlap around imports, cache/loading, and model-specific regressions. I don\u2019t see any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:41628 is the cleanest umbrella anchor here: a concrete public import failure in the core transformers package, with a clear traceback and broad duplicate potential.", + "summary": "This cluster is largely heterogeneous: most items are unrelated Transformers regressions spanning imports, config/loading, tokenizer behavior, cache handling, and model-specific runtime bugs. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster\u2019s most common user-facing theme: a concrete import/export regression in the Transformers package with broad impact and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most reusable triage anchor because it is a straightforward, user-facing import regression in the main package rather than a model-specific edge case.", + "best_issue_reason": "issue:43824 is the best single issue to anchor the cluster because it is a clear, high-signal package-level import failure rather than a narrow model-specific symptom.", "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 missing/invalid config fields." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing symbol import; the other is a Python-version compatibility regression." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve loading/config issues, but one is a model-specific missing field and the other is a general trust_remote_code return-object bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failure modes and different model families; no shared code path is evident." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a zero3 from_pretrained loading failure." + }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Different problems: ANSI rendering in loading_report vs a docstring issue for position_ids." + "reason": "Terminal ANSI formatting and a docstring typo are unrelated documentation/utility issues." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is a missing AutoImageProcessor import; the other is a Python-version compatibility break." + "reason": "Different regressions: a missing AutoImageProcessor import versus Python 3.9/3.10 support." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failing on nn is unrelated to TensorBoard/TensorFlow backend detection." }, { "left": "issue:44246", - "right": "issue:44496", + "right": "issue:44242", "accept": false, - "reason": "Import slowdown is unrelated to unrecognized model config errors." + "reason": "Import-time slowdown and MoE load-balancing loss are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to Qwen3.5 apply_rotary_pos_emb registration failures." + "reason": "auto_docstring annotation handling and Qwen3.5 rotary-kernel registration are unrelated." }, { "left": "issue:44242", - "right": "issue:45593", + "right": "issue:44871", "accept": false, - "reason": "Both involve losses, but they are different models and different code paths." + "reason": "Missing auxiliary loss and Gemma eos_token_id mismatch are different model behavior bugs." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A position_ids buffer access bug is not the same as the Gemma-4 Zero3 from_pretrained issue." + "reason": "Both mention Qwen/MoE loading across versions, but they describe different breakages in different model variants." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but the failures and model variants differ too much to merge." + "reason": "A position_ids buffer access error is unrelated to a zero3 model loading failure." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is different from Qwen3.5 chat crashes." + "reason": "Both are Qwen-related, but one is a sliding_window bug and the other is a chat-loading crash." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown is unrelated to Gemma eos_token_id config mismatch." + "reason": "Import performance and Gemma eos_token configuration are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading report ANSI codes and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video pipeline image-processor lookup and _torch_extract_fbank_features() are different subsystems." + "reason": "ANSI formatting output and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "A Bamba torch.compile/SDPA bug is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "torch.compile SDPA failure for Bamba and CPU/CUDA differences for PPDocLayoutV3 are different bugs." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both are import errors, but one is a missing transformers symbol and the other is a huggingface_hub export change." + "reason": "Video-classification pipeline image-processor lookup and fbank feature extraction are unrelated audio/video processing issues." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Different missing symbols and different import surfaces; not the same bug." + "reason": "Offline tokenizer cache loading and AttentionInterface registration behavior are unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are not the same issue." + "reason": "Missing Qwen2.5-VL symbol import and missing is_offline_mode import are different API regressions." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal color output and cache max length handling are unrelated." + "reason": "ANSI output in loading_report and cache-length handling are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Both are import errors, but they concern different exported symbols and different code paths." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "KV-cache continuation indexing and cache length configuration are different problems." + "reason": "Different video-processor bugs for different models; not the same underlying defect." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist race condition." + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are distinct issues." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but CPU offload incompatibility is not the same as missing apply_rotary_pos_emb registration." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docstring drift in a pipeline is unrelated to sys.modules access." - }, - { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "SAM 3 Video attribute error and SAM 3 lite text memory overflow are different failures." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "MoE load-balancing loss omission and LwDetr AMP crash are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a ZeRO3 deque underflow." + "reason": "Both involve Qwen3.5/MoE internals, but one is CPU-offload incompatibility and the other is kernel registration failure." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "A missing import export is not the same as a DeepSpeed ZeRO3 index error in BertModel." + "reason": "Unsafe sys.modules access and an xdist file race are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Position_ids buffer access and a general slowdown after upgrade are not the same bug." + "reason": "KV-cache continuation indexing and max_cache_length handling are different cache bugs." }, { - "left": "issue:44496", + "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Generation cache missing in chunked_prefill and removal of is_torch_fx_available break different code paths." - }, - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated." + "reason": "A docs mismatch about return_all_scores is unrelated to sys.modules access." } ] }, @@ -12304,35 +12407,38 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:42886", - "issue:43065", + "issue:36246", + "issue:43257", "issue:43262", "issue:43352", - "issue:43408", "issue:43475", "issue:43540", + "issue:43596", "issue:43653", - "issue:43906", - "issue:43931", + "issue:43673", "issue:44038", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", "issue:44246", + "issue:44295", "issue:44368", "issue:44466", "issue:44479", - "issue:44483", + "issue:44496", "issue:44561", + "issue:44749", + "issue:44857", "issue:44877", "issue:44977", "issue:44987", "issue:44995", + "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", "issue:45335", @@ -12340,247 +12446,238 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45656", - "issue:45685", "issue:45701", "issue:45759", "issue:46123", "issue:46170", - "issue:46202", + "issue:46369", "issue:46399", - "issue:46431", - "issue:46506" + "issue:46506", + "issue:46655" ], "soft_pairs": [ + "issue:44479|issue:46655", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44242|issue:44857", + "issue:43475|issue:46369", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:36246|issue:43596", "issue:43262|issue:44246", "issue:45375|issue:45759", "issue:44877|issue:45375", "issue:45292|issue:45584", - "issue:44038|issue:46506", "issue:45137|issue:45600", "issue:45292|issue:45701", + "issue:44038|issue:46506", "issue:44561|issue:46399", - "issue:43352|issue:45250", "issue:44466|issue:45335", - "issue:45412|issue:46123", "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", "issue:44479|issue:46170", - "issue:43475|issue:43540", "issue:44060|issue:44077", - "issue:45397|issue:45656", "issue:44995|issue:45200", "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:43065|issue:43408", - "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:43906|issue:46202", - "issue:43931|issue:44368", - "issue:45685|issue:46431", - "issue:44483|issue:46202" + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "9ee4a89b74aa27c439eceeb687d2b37a4f7f3ec7336156e8a43f2f5c47f99870", + "prepared_review_unit_hash": "cde89b2943c0fcc29de402e01d9ee0250bf5daf1bbe02e8bde19ca953e750c9e", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35989, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of unrelated Transformers bug reports. None of the soft pairs look like true duplicates or mergeable pull-request equivalents; most only share a broad subsystem or surface symptom.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the clearest concrete, reproducible API bug in the set and the best single representative, even though it does not unify the rest of the cluster.", + "summary": "This cluster is highly heterogeneous: the items span unrelated model-loading, multimodal, tokenizer, DeepSpeed, and performance issues. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44479 is the strongest single anchor available: it is a concrete regression report with a clear failure mode and broad model-family scope. That said, the cluster as a whole does not appear cohesive, so this is only a pragmatic representative choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is specific, actionable, and easy to triage as a standalone regression.", + "best_issue_reason": "issue:44479 is the most representative issue for triage because it is specific, user-facing, and framed as a regression affecting multiple Qwen model variants. It is the best available cluster representative even though the rest of the set is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio processor chat-template sampling-rate bug vs import slowdown; no shared code path or symptom." - }, - { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one drops a field under strict config while the other fails to unwrap text_config; different bugs." + "reason": "Both are video-related, but they concern different model families and different failure modes: Qwen video regression vs SmolVLM padding calculation." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both are strict-config failures, but they affect different model families and failure modes; too broad to treat as one bug." + "reason": "Both involve DeepSpeed/ZeRO3, but one is about Qwen3 MOE weight conversion and the other is an empty-deque IndexError in a different code path." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "resize_token_embeddings propagation bug vs Whisper empty-transcription failure after special-token alignment; unrelated code paths." + "reason": "These are both loading/remote-code style problems, but the concrete failures differ: unrecognized model config vs unsafe sys.modules access." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output drift in PPDocLayoutV3; same general ML area only, not the same bug." + "reason": "Different subsystems and bugs: router load-balancing loss handling vs an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "DeepSpeed ZeRO3 deque crash vs stale auto_mappings references to removed configs; different failure causes." + "reason": "Both touch SAM 3, but one is a missing vision output attribute and the other is a memory overflow in sam3-litetext." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Embedding-resize behavior vs tokenizer version-dependent tokenization changes; not the same underlying issue." + "reason": "One is a generation cache regression during chunked prefill; the other is a removed helper breaking trust_remote_code models." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code models vs a missing decorator on apply_rotary_pos_emb registration; unrelated regressions." + "reason": "A buffer/position_ids error is not the same bug as a general tokenization slowdown after upgrade." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "One is a model-specific lack of Flash Attention 2 support; the other is only a generic flash-attention topic." + "reason": "Completely different models and failures: ESM2 breakage vs Gemma 4 needing mm_token_type_ids defaults." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating decoder embeddings; related theme, but distinct bugs and fixes." + "reason": "Qwen2.5 VL import error and BertModel+ZeRO3 index error are unrelated code paths." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Memory not released on GC vs incorrect final-batch handling in MaskGenerationPipeline; no shared underlying defect." + "reason": "Audio chat-template sampling-rate default bug is unrelated to import latency in transformers." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Model loading failure for a repo vs tokenizer errors being masked by a protobuf import guard; different code paths." + "reason": "Both concern Qwen multimodal configs, but one is a missing field being dropped by strict config handling and the other is AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Video-input regression in Qwen/VL models vs Windows/ROCm torch.distributed dependency import error; unrelated." + "reason": "Both are strict-config related, but they affect different model configs and different missing-field behaviors." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Missing attribute on Sam3 vision output vs Qwen3OmniMoe video-input ValueError; different models and bugs." + "reason": "resize_token_embeddings affecting output embeddings is unrelated to Whisper failing after align_special_tokens on empty transcription." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy; not the same issue." + "reason": "DeepSpeed ZeRO3 deque/index failure and stale auto_mappings references are different bugs." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Gemma4 ZeRO3 loading bug vs optimizer.step being called twice under DeepSpeed; different symptoms and fix surfaces." + "reason": "A token-embedding resize bug is not the same as version-dependent tokenization changes." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Stale indexer cache crash on second forward pass vs missing default mm_token_type_ids for text-only fine-tuning; unrelated." + "reason": "These are different model/runtime issues: a Qwen3-VL-Moe bug vs CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Warning about tied word embeddings in Qwen3.5 vs flash-attention generation failure; not the same concrete bug." + "reason": "Different concrete regressions: removed utility breaking remote-code models vs a missing decorator registration for Qwen3.5 kernels." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 being broken; no shared underlying cause." + "reason": "Both mention tied weights / embeddings, but they are distinct model-specific serialization and resize behavior bugs." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU CUDA OOM; unrelated." + "reason": "Loading failure on transformers>=5.1 and tokenizer protobuf error masking are different failure modes." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Strict config loading failure vs Windows ROCm import/dependency problem; different subsystems." + "reason": "A memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker config mismatch; different model issues." + "reason": "One reports NemotronHForCausalLM lacking Flash Attention 2 support; the other is only a generic Flash Attention topic." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "GlmMoeDsa stale cache crash vs flash_attention.py crashing on s_aux=None; different code paths." + "reason": "Video-input regression in Qwen models and Windows/ROCm torch.distributed import issues are unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Persistent tied-weights warning vs stale num_return_sequences warning in paged generate; not the same bug." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are separate issues in different components." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Isolated reproduction of an older issue vs Gemma pipeline roundtrip failure on \u2581; no clear duplicate evidence." + "reason": "Stale indexer-cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs tied-word-embeddings warning; unrelated." + "reason": "A tied-embeddings warning is not the same as a flash-attention generation regression." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "MPS histogram kernel limitation vs missing chat template on a processor; different failures entirely." + "reason": "Gemma-4 ZeRO3 from_pretrained loading and double optimizer stepping under DeepSpeed are different bugs." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Chat/completions request rejection vs Gemma token roundtrip failure; no shared bug." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage do not share the same underlying defect." } ] }, @@ -12602,58 +12699,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28282", "issue:30990", "issue:41628", - "issue:42371", + "issue:42886", "issue:42994", "issue:43065", "issue:43232", + "issue:43408", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", "issue:43673", - "issue:43723", - "issue:43784", - "issue:44038", + "issue:43906", + "issue:43931", "issue:44162", "issue:44188", "issue:44297", "issue:44361", + "issue:44368", + "issue:44483", "issue:44623", "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", - "issue:44964", - "issue:45092", - "issue:45137", + "issue:44995", + "issue:45229", "issue:45230", "issue:45310", "issue:45356", "issue:45375", - "issue:45381", "issue:45397", - "issue:45406", "issue:45478", + "issue:45563", "issue:45584", + "issue:45588", "issue:45656", + "issue:45685", "issue:45987", "issue:46082", "issue:46123", "issue:46132", "issue:46170", "issue:46202", - "issue:46326", - "issue:46399", - "issue:46421" + "issue:46421", + "issue:46431" ], "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:43906|issue:46202", "issue:44188|issue:46202", + "issue:45685|issue:46431", + "issue:44483|issue:46202", "issue:45987|issue:46082", "issue:45584|issue:46170", "issue:44188|issue:46421", @@ -12661,244 +12768,231 @@ "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44749|issue:45656", - "issue:44623|issue:45656", "issue:43646|issue:44162", "issue:44749|issue:45310", + "issue:44623|issue:45656", "issue:44871|issue:46132", "issue:43232|issue:43673", "issue:42994|issue:43482", + "issue:44869|issue:45356", "issue:45230|issue:45397", "issue:43475|issue:43643", - "issue:44869|issue:45356", - "issue:44038|issue:44623", - "issue:28282|issue:30990", "issue:45375|issue:45478", - "issue:41628|issue:44933", - "issue:43475|issue:45381", - "issue:42371|issue:45092", - "issue:45310|issue:45375", - "issue:42994|issue:43525", - "issue:44964|issue:45137", - "issue:43784|issue:46399", - "issue:43723|issue:46326", - "issue:45406|issue:46202", - "issue:43232|issue:44188" + "issue:28282|issue:30990", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "c3e10388acc71f2d5c4707f62d262ef02bb93d7ec76b5a7f39d1b4663e8fae1c", + "prepared_review_unit_hash": "6424437015330c5283ac677a28c56ea0687045e14158b684f1df52500377061e", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35922, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are separate bug reports across unrelated subsystems (tokenizers, model configs, generation/cache, save/load, Deepspeed, Gemma/Qwen/SAM). I found no soft-edge pair that is clearly the same underlying bug or change, so I would not merge any of the candidate pairs.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 46421 is the best anchor only within the small generation/cache subgroup: it is the most direct and recent report about cache lazy initialization causing spurious recompilation during chunked prefill. It is still not a true duplicate of the other items, but it is the closest representative issue here.", + "summary": "The cluster is mostly heterogeneous. The only clear duplicate-like match is the pair of identically titled Qwen3.5 MoE from_pretrained error issues (45375 and 45478); the other soft pairs share only broad subsystem or symptom overlap and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, cleaner representative of the Qwen3.5 MoE from_pretrained error pair, and its title matches the duplicate issue:45478 closely enough to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46421 is the strongest single issue to keep if this cluster must be summarized, because it is concrete, recent, and has the clearest code-path description among the cache/generation-related reports.", + "best_issue_reason": "issue:45310 is the strongest overall issue target because it is the clearest canonical duplicate for the near-identical Qwen3.5 MoE from_pretrained reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "Different failures: torch.compile attention-kernel branching vs Gemma roundtrip on a tokenizer character." - }, - { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "StaticCache seq-length contract bug and LlamaConfig head_dim validation are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes." }, { - "left": "issue:45584", + "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import/dependency error." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Both involve generation/cache/compile, but they describe different concrete code paths and symptoms." + "reason": "A stale indexer cache crash and a flash_attention s_aux=None AttributeError are different code-path bugs." }, { "left": "issue:43065", - "right": "issue:46123", + "right": "issue:43408", "accept": false, - "reason": "SAM3 pixel-decoder dummy layer issue vs mask pipeline final-batch dropping results are unrelated." + "reason": "Both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save_pretrained missing files are different save-path bugs." + "reason": "These are both warnings, but they describe different behaviors and different underlying issues." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a broad performance regression are not the same bug." + "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a tie_word_embeddings warning." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Performance slowdown after upgrade is not the same as optimizer.step being called twice under deepspeed." + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Different areas: processor serialization vs deepspeed optimizer stepping." + "reason": "Torch.compile attention-kernel branching and Gemma token roundtrip behavior are unrelated code paths." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Remote-code AutoConfig field loss and ESM2 breakage are distinct configuration/model issues." + "reason": "An MPS histogram type error and missing chat template handling are different problems." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "A training slowdown and a Qwen3.5 Moe from_pretrained error are unrelated." + "reason": "API request acceptance in /v1/chat/completions is unrelated to the Gemma pipeline roundtrip bug." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different bugs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both touch generation internals, but one is about sync_gpus kwargs handling and the other about missing cache in chunked prefill." + "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm torch.distributed dependency issue." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and failures." + "reason": "Both mention cache/compile behavior, but the concrete bugs and affected paths differ." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "A generic bug report is not the same as the Gemma-4 ZeRO3 from_pretrained issue." + "reason": "SAM3 pixel decoder internals and MaskGenerationPipeline final-batch handling are different issues." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "SAM3 vision encoder missing field and remote-code AutoConfig missing fields are unrelated." + "reason": "Tokenizer metadata mismatch and processor save_pretrained missing files are both save_pretrained-related, but not the same bug." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer paths." + "reason": "MLukeTokenizer task AttributeError and a global performance regression are not the same failure." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not share the same code path." + "reason": "A slowdown after upgrade and deepspeed calling optimizer.step twice are different concrete problems." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "ImportError from missing PyTorch and Sentence Transformers stuck loading are not the same underlying problem." + "reason": "Custom model initialization breakage and ESM2 breakage are separate regressions." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Related Qwen3.5 family, but one is a missing vision-config field and the other is a from_pretrained loading error; not the same concrete bug." + "reason": "Performance regression after upgrade is unrelated to the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Both mention imports, but the missing symbol/module context differs and they do not clearly point to the same export bug." + "reason": "Processor save_pretrained file omission and double optimizer stepping are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "SAM3 vision encoder missing field and Qwen2.5-VL video position-id issue are unrelated." + "reason": "EOS-token config inconsistency and AttentionInterface.register behavior change are different issues." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "Both are generation/cache-related, but sync_gpus kwargs handling and chunked_prefill cache absence are not the same bug." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Same broad Qwen3.5 area, but not the same failure mode or code path." + "reason": "Quantized model saving failure and GGUF loading failure are different serialization/loading paths." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantized saving failure and Llama4Config pad_token_id attribute error are unrelated." + "reason": "Whisper decode crash on a trailing replacement character is unrelated to the Kimi tokenizer codec regression." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "A generic bug report cannot be merged with a specific Gemma-4 zero3 from_pretrained bug." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration error are unrelated." + "reason": "Missing fpn_position_embeddings in SAM3 output and missing fields from trust_remote_code config are different problems." }, { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different tokenizer bugs." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These have the same title and describe the same Qwen3.5 MoE from_pretrained error, so they are duplicate reports of the same bug." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different Gemma issues." + "reason": "A missing PyTorch import error and a Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both involve generation, but one is sync_gpus kwargs handling and the other is attention-kernel branching under torch.compile." + "reason": "AutoImageProcessor import failure and a different missing image_utils import are separate symbol-resolution issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall canonical choice around issue:45310 / issue:45478 is grounded, but the output is not precise enough to accept. At least one soft-edge rationale introduces unsupported details: issue:42886 is titled \"Tokenizer fails to load from cache when HF_HUB_OFFLINE=1 on 4.57.3\", not a missing PyTorch import. Since some verdict explanations go beyond what the packet supports, I have to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12913,62 +13007,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "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:43232", "issue:43278", - "issue:43377", - "issue:43479", + "issue:43475", "issue:43504", + "issue:43525", "issue:43704", + "issue:43723", "issue:43784", "issue:43824", "issue:43873", "issue:43976", - "issue:44016", "issue:44038", - "issue:44079", + "issue:44188", "issue:44222", - "issue:44242", "issue:44351", "issue:44496", - "issue:44568", "issue:44623", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", + "issue:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", "issue:45561", "issue:45600", "issue:45712", "issue:45753", "issue:46077", "issue:46123", - "issue:46231" + "issue:46202", + "issue:46326", + "issue:46399" ], "soft_pairs": [ + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43475|issue:45381", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", "issue:43873|issue:44945", + "issue:43232|issue:44188", "issue:41628|issue:44351", "issue:44945|issue:45753", - "issue:42673|issue:43704", "issue:45081|issue:45103", + "issue:42673|issue:43704", "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:44222|issue:45310", @@ -12978,233 +13082,230 @@ "issue:43232|issue:44792", "issue:42175|issue:44933", "issue:44496|issue:45561", - "issue:42175|issue:45712", "issue:43504|issue:45561", "issue:45561|issue:45600", + "issue:42175|issue:45712", "issue:43976|issue:44933", "issue:30333|issue:33290", - "issue:46077|issue:46123", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:43377|issue:44242", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:42222|issue:45200", - "issue:43479|issue:44079", - "issue:44016|issue:46231", - "issue:43784|issue:43824" + "issue:46077|issue:46123" ], - "prepared_review_unit_hash": "6e366ddf61fd1622cbb8a200dbdc3a3df3db59ad3f06b44e52d9ff979fbf3bbe", + "prepared_review_unit_hash": "12c02e95f984fb7c0933868da922d6ec2bd2145707d27e55d442018816fdfb2c", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35748, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "soft_pair_count": 30, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; the rest share broad themes at best, but not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the better canonical issue for the Qwen3ForCausalLM VRAM leak because it was created earlier and shows higher discussion activity than issue:43704.", + "summary": "This cluster is highly heterogeneous: most soft pairs are not duplicates and span unrelated bugs in imports, packaging, generation, quantization, and model-specific regressions. One pair with the exact same Qwen3ForCausalLM VRAM-leak title looks like a true duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue because it is the earlier, more active report of the same Qwen3ForCausalLM multithreaded VRAM leak.", + "best_issue_reason": "Issue 43873 is the strongest standalone issue in this set by discussion and inbound references, but it is still not a true canonical for the cluster because the items are mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe/transformers compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings behavior is unrelated to old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different concrete failures: from_pretrained error vs silently dropped config field." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are separate code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 MoE rotary-pos-emb registration." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct failures." + }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Both are runtime/generation complaints, but they describe different failure modes and likely different code paths." + "reason": "Quantization offloading behavior and pipeline-parallel wrong outputs do not share the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention-kernel branching." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and not the same underlying missing-export bug." + "reason": "AutoImageProcessor import error and HybridCache import error are separate missing-export issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms; one is pipeline-parallel output corruption, the other is an image-specific infinite loop." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "reason": "Pipeline-parallel incorrect output and Qwen3_5 infinite loop on a specific image are different symptoms and paths." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both crash with AttributeError, but they are in unrelated areas: tokenizer regex patching vs auto-docstring processing." + "reason": "Mistral tokenizer patch crash is unrelated to auto_docstring future-annotations failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; likely the same duplicate bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a model import error are unrelated bugs." + "reason": "Quantized model saving failure is unrelated to Qwen2_5_VL import resolution." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 MoE, but the model/version and failure details differ enough to treat as separate issues." + "reason": "Both mention Qwen3.5/MoE, but one is a Qwen3-VL-Moe compatibility issue and the other is a from_pretrained regression." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 from_pretrained are different bugs in different flows." + "reason": "FP8 save_pretrained/moe and Qwen3.5 MoE from_pretrained are different operations and failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import problems, but they concern different public APIs and different regressions." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are distinct missing symbols." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "One is an FP8 accuracy issue and the other is an FP8 save_pretrained problem; not the same bug." + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failing." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different training/eval dtype drift versus a DeepSpeed ZeRO3 deque error." + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different code paths: generation kwargs syncing vs a janus image-generation test failure." + "reason": "Generation kwarg update issue and Janus test failure are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "A packaging/backend dependency issue is not the same as a missing import from image_utils." + "reason": "Missing TensorFlow backend in a pip extra is unrelated to a nonexistent image_utils import." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config parsing failure and pytest-xdist file-race are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Backend installation mismatch and leftover dummy classes in the repo are different maintenance issues." + "reason": "Unrecognized model config and pytest-xdist race in testing utils are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Pretrained-model legacy-field loading and a test-utility race are unrelated." + "reason": "Legacy field breaking Beit preset loading is unrelated to the xdist captured_info.txt race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A concurrency bug in testing utils is not the same as stale auto_mappings config references." + "reason": "Test-file race and removed Sam3LiteText references in auto_mappings are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow packaging backend omission is unrelated to leftover dummy PT classes." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility and a missing import are distinct issues." + "reason": "Python-version incompatibility is unrelated to a missing image_utils import." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and an Adafactor OOM are unrelated." + "reason": "MLflow reporting on failed jobs and DeepSpeed/Adafactor OOM are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention mask construction and final partial-batch handling are different bugs." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Stuck loading Sentence Transformers versus embedding reinitialization after resizing token embeddings are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Tokenization-space cleanup behavior and missing BOS/EOS insertion are separate tokenization regressions." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "Missing padding-mask support in MIMI and missing load-balancing loss are different model issues." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained file omission and Qwen3.5 from_pretrained failure are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Config initialization with None and Whisper timestamp decoding crash are different bugs." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken vitpose model configs and Gemma4 mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config initialization with None and ModelOutput key assignment are different subsystems." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and documentation parameter mismatch are not the same underlying issue." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors after version changes, but they affect different modules and symbols." + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline final-batch handling are different bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The core duplicate call on issue:42673 vs issue:43704 is grounded, but the canonical issue rationale overstates evidence: the packet shows both issues have 0 inbound references, so \u2018more discussion and inbound references\u2019 is not supported. Please keep the verdicts conservative and only cite differences visible in the packet (earlier created_at and higher discussion_activity for 42673)." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster does look heterogeneous overall, and the only clearly supported duplicate is the exact-title pair issue:42673 / issue:43704. No soft-edge verdict appears to overstate evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -13220,304 +13321,318 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42757", - "issue:42796", + "issue:42222", "issue:42831", "issue:42898", "issue:43116", "issue:43295", - "issue:43475", + "issue:43377", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", "issue:43874", + "issue:44016", "issue:44060", "issue:44075", + "issue:44079", "issue:44190", "issue:44222", + "issue:44242", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44485", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", - "issue:45245", + "issue:45200", "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", "issue:45812", - "issue:46082", "issue:46132", - "issue:46231", - "issue:46305" + "issue:46231" ], "soft_pairs": [ - "issue:43874|issue:45092", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:43479|issue:44079", "issue:42898|issue:45812", "issue:43723|issue:44568", + "issue:43874|issue:45092", "issue:42898|issue:44779", + "issue:43784|issue:43824", "issue:44734|issue:45103", - "issue:44075|issue:46231", - "issue:44295|issue:45656", "issue:42898|issue:45356", + "issue:44295|issue:45656", "issue:27957|issue:30333", "issue:42898|issue:43295", "issue:30333|issue:34689", - "issue:44060|issue:45125", "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44075|issue:46231", "issue:43116|issue:44190", - "issue:44222|issue:44297", "issue:44933|issue:45712", + "issue:44222|issue:44297", "issue:30333|issue:36331", "issue:30333|issue:35141", - "issue:44297|issue:45656", "issue:22355|issue:28282", + "issue:44297|issue:45656", "issue:42831|issue:44623", - "issue:43479|issue:43644", - "issue:44222|issue:44623", "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:45245|issue:46132", - "issue:41628|issue:42757", - "issue:44297|issue:45310", - "issue:43475|issue:46305", - "issue:45071|issue:46082", - "issue:44373|issue:44485" + "issue:44222|issue:44623", + "issue:43479|issue:43644" ], - "prepared_review_unit_hash": "fedcc902887abf70428d266e3b356de69cb89ada79ef66cc5d69d10678db4fc5", + "prepared_review_unit_hash": "ddedd05d3e7e565cf2d570439d4369c02a9b398a622f4f8ec035b98916b36c76", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37019, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 33, + "serialized_chars": 37762, + "estimated_input_tokens": 9441, + "estimated_eval_tokens": 19138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items mostly span unrelated regressions across tokenizers, model loading, training, save/load, and docs. None of the soft pairs looks like a true duplicate; the closest cluster is around v5 tokenizer regressions, with issue 42898 as the broadest representative.", - "confidence": 0.41, - "canonical_issue_reason": "issue:42898 is the most central and broad issue here: it frames a v5 tokenizer behavior regression and is the hub of the largest tokenization-related subgroup.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues; a few are all tokenizer/v5 regressions, but none look like the same underlying bug. I\u2019d use 42898 as the closest representative issue, but only as a broad tokenizer-regression anchor, not a true duplicate hub.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 42898 is the broadest and most generally framed of the set, centered on a Transformers v5 tokenizer behavior regression. It is the closest available cluster anchor, though the surrounding issues span many unrelated subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single representative because it is broad, regression-focused, and connected to multiple tokenizer-related soft candidates.", + "best_issue_reason": "42898 is the best issue to represent the cluster because it is a user-visible v5 regression in a core tokenizer path and is more general than the model-specific or tooling-specific issues. Still, it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both involve multimodal model loading, but one is a missing image-processor method and the other is remote-code checkpoint/meta-init incompatibility; different bugs." + "reason": "Stuck loading Sentence Transformers vs embedding reinitialization after resize; different code paths and symptoms." }, { "left": "issue:42898", - "right": "issue:45812", + "right": "issue:44568", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is about clean_up_tokenization_spaces and the other is Granite token IDs; different code paths." + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS handling for a specific model." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to MoE load-balancing loss gating." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions, but one is a generic cleanup-space behavior change and the other is Deepseek-specific incorrect tokenization." + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "KV-cache continuation crash and auto-docstring AttributeError are unrelated code paths." + "reason": "Phi4MultimodalConfig default-init bug is unrelated to Whisper word-timestamp decode crashing." }, { - "left": "issue:44075", + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." + }, + { + "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same bug." + "reason": "Notebook syntax error is not the same as a documentation parameter-name mismatch." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Position_ids buffer access failure and double optimizer step under deepspeed are unrelated training/runtime issues." + "reason": "Config initialization behavior and ModelOutput key assignment are distinct problems." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and failure modes." + "reason": "Tokenizer cleanup-space regression and Granite token-ID regression are different tokenizer bugs." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is different from add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and MLflow reporting after failed training jobs are unrelated." + "reason": "Missing image-processor method and meta-init incompatibility are unrelated multimodal failures." }, { "left": "issue:42898", - "right": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer cleanup behavior and processor.tokenizer/image-passing regression are different APIs and failure modes." + "reason": "Both mention tokenizer regressions, but Deepseek codec/regex handling is a different bug from clean_up_tokenization_spaces." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "Sentence-Transformers import NameError and missing Qwen2_5_VL export are different import failures." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "A tied-weights warning bug and missing _tp_plan for tensor parallelism are different issues." + "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing on future annotations." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "A dependency-version bump complaint and leftover dummy classes failing checks are unrelated." + "reason": "Generic cleanup-space change and Kimi-K2.5 codec regression are different tokenizer problems." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Multi-label classification example output and local dataset loading in a different example script are not the same bug." + "reason": "Reading position_ids after buffer registration is unrelated to deepspeed causing optimizer.step() to run twice." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata; different problems." + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "A missing import from image_utils and leftover dummy PT classes are unrelated cleanup/import issues." + "reason": "Tokenizer v5 behavior change is unrelated to processor.tokenizer/image passing regression." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:34689", "accept": false, - "reason": "MLflow failure reporting and CustomTrainer loss signature compatibility are unrelated training bugs." + "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are different failures." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "MLflow job tracking and embedding reinitialization after resize are unrelated." + "reason": "Version bump for PEFT and leftover dummy classes failing repo checks are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Tokenizer save_pretrained metadata and optimizer step count under deepspeed are unrelated." + "reason": "Incorrect tied-weights warning is not the same as a missing _tp_plan for tensor parallelism." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch in the environment." + "reason": "SGD args being ignored is unrelated to a documentation parameter-name typo." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "FP8 accuracy concerns and processor.save_pretrained missing files are different bug classes." + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script bugs." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Incorrect default multimodal config initialization and non-persistent buffer junk filling are unrelated." + "reason": "Nonexistent image_utils import and dummy class cleanup are separate repository hygiene issues." }, { "left": "issue:44222", - "right": "issue:44623", + "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE and the other is processor file output; not the same underlying defect." + "reason": "FP8 save_pretrained in MoE and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Pegasus output changes across versions and AttentionInterface.register behavior changes are unrelated." + "reason": "MLFlow reporting on failure is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Both are tokenizer issues, but one is BPE-marker handling for Ministral and the other is loading with AutoTokenizer in v5." + "reason": "MLFlow tracking bug and embedding reinitialization after resize are different issues." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Category-limit runtime error and attention registration behavior change are unrelated." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors, but on different optional-dependency paths." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols from different packages." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the optimizer double-step deepspeed bug." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata and Qwen3.5 MoE from_pretrained failure are different model/component issues." + "reason": "FineGrainedFP8 accuracy issue and processor.save_pretrained missing files are different problems." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "SAM 3 Video attribute error and MoonshineStreaming mask off-by-one are unrelated multimodal/audio bugs." + "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated API regressions." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config issues." + "reason": "FP8 MoE save_pretrained bug and missing processor files are distinct serialization issues." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "A docstring typo and a RoPE implementation discussion are not the same bug." + "reason": "Config default initialization and non-persistent buffer junk are unrelated v5 regressions." } ] }, @@ -13539,22 +13654,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", - "issue:43479", + "issue:43475", "issue:43644", "issue:43723", - "issue:43824", - "issue:44038", "issue:44190", "issue:44206", "issue:44222", @@ -13562,265 +13675,292 @@ "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", - "issue:44483", "issue:44484", + "issue:44485", "issue:44623", "issue:44734", "issue:44829", "issue:44871", - "issue:44913", "issue:44977", + "issue:45071", "issue:45092", "issue:45103", + "issue:45245", "issue:45310", "issue:45357", "issue:45381", - "issue:45406", "issue:45834", "issue:46002", "issue:46050", "issue:46082", + "issue:46132", "issue:46209", "issue:46305", "issue:46328", "issue:46421", "issue:46424", - "issue:46431" + "issue:46431", + "issue:46655" ], "soft_pairs": [ - "issue:44263|issue:45092", + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44373|issue:44485", "issue:43122|issue:46209", - "issue:45381|issue:46305", - "issue:46209|issue:46431", - "issue:44222|issue:44484", "issue:43232|issue:46424", + "issue:44222|issue:44484", "issue:44206|issue:45103", - "issue:44734|issue:46421", + "issue:46209|issue:46431", "issue:44190|issue:46082", - "issue:44295|issue:44623", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44734|issue:46421", "issue:43232|issue:45834", + "issue:44295|issue:44623", "issue:43723|issue:44871", + "issue:45381|issue:46305", "issue:44263|issue:44360", - "issue:44279|issue:46328", "issue:30990|issue:38175", - "issue:43644|issue:46305", "issue:44261|issue:45092", + "issue:43644|issue:46305", "issue:45092|issue:45357", - "issue:42831|issue:45310", "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", "issue:44263|issue:44373", - "issue:44829|issue:46002", - "issue:42831|issue:44038", - "issue:44483|issue:45406", - "issue:41628|issue:43824", - "issue:22355|issue:27957", - "issue:43479|issue:44913" + "issue:44829|issue:46002" ], - "prepared_review_unit_hash": "e87e5e1c452758ce2c51e65ac60fc562b56bac3be87f07c7271a1f9cb6437035", + "prepared_review_unit_hash": "7811663803bb8410a1e1925baa9aeedd497bab4ef834a60756cc3043d75b59f7", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35221, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a recurring but broad theme of v5 import/loading/config/regression problems. None of the soft pairs look like true duplicates of the same underlying bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43723 is the best single representative because it is the most generic v5 loading regression in the set and matches the cluster\u2019s broad import/load failure theme better than the more model-specific reports.", + "summary": "Mostly conservative cluster with no strong duplicate pairs supported by the packet. The one previously accepted DSA pair is too weakly evidenced here and should be rejected; the titles are only thematically similar and there is no body/diff proof of the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest global issue candidate: it is broad, user-facing, and central to the common v5 regression pattern across this cluster.", + "best_issue_reason": "issue:44263 is the most concrete code-path-specific report in the set, but it is better viewed as a representative issue than a proven duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Different bugs: DSA indexer split semantics vs. remote-code checkpoint/meta-initialization incompatibility." + "reason": "Both involve tokenizer/loading behavior, but one is a BPE-marker handling bug and the other is an AutoTokenizer.from_pretrained import/load regression." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated code paths." + "reason": "Different bugs: category-cardinality RuntimeError vs changed behavior of AttentionInterface.register." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer-version behavior change vs. FP8 inference failure on B200; different subsystems." + "reason": "Both are import errors, but for different symbols and different dependency paths; not the same underlying bug." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Qwen2.5-VL video position ids and MoonshineStreaming sliding-window masking are different model bugs." + "reason": "Tokenizer save_pretrained metadata mismatch and a Qwen3.5 from_pretrained failure are different issues." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "FP8 B200 inference failure is unrelated to missing chat template support in a processor." + "reason": "Different config-validation problems: generic PretrainedConfig type checking vs LlamaConfig head_dim constraints." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 save_pretrained/moe behavior and max_shard_size default are different save_pretrained concerns." + "reason": "DSA indexer split behavior vs remote-code checkpoint/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same issue as a RoPE implementation bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions vs FP8 inference failure on B200 are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max length handling are different cache/config problems." + "reason": "Both touch generation/cache, but one is a sync_gpus kwarg bug and the other is cache-length handling." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is shard-size default behavior." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to auto_docstring annotation crashes." + "reason": "Feature extractor arg incompatibility and auto-docstring future-annotations crash are different subsystems." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Wrong tensor indexing in serve responses and lazy cache init recompilation are distinct cache-path bugs." + "reason": "FP8 inference on B200 and missing chat template in processor are different failures." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading script issue and LlamaConfig head_dim validation are unrelated." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." + "reason": "Both are vision/streaming preprocessing bugs, but they affect different models and different calculations." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "sync_gpus generation handling and Kosmos2.5 long OCR index error are unrelated failures." + "reason": "SAM 3 video attribute failure and MoonshineStreaming mask off-by-one are unrelated." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Tokenizer loading/import regression is different from eos_token_id mismatch in Gemma-3 config." + "reason": "KV-cache continuation indexing crash and lazy cache recompilation are different cache bugs." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Both mention DSA, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + "reason": "Generation kwargs bug and long-OCR index error are different code paths." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "A dependency issue and a padding inefficiency are not duplicates." + "reason": "Buffer registration/read issue and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model/runtime issues." + "reason": "Tokenizer loading regression and eos_token_id config mismatch are different issues." }, { - "left": "issue:43644", + "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 and sliding-window off-by-one are unrelated." + "reason": "Both involve position/mask logic in vision/video, but they are model-specific bugs with different symptoms and paths." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are different model/config bugs." + "reason": "The packet only shows a loose shared DSA indexer theme; the titles are not near-identical and there is no body/diff evidence that they are the same concrete bug." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Checkpoint/meta-init incompatibility is different from incorrect visual encoder keys on save_pretrained." + "reason": "Sentence Transformers loading hang and siglip2 zero-probabilities are unrelated." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 Moe from_pretrained errors are separate FP8/load problems." + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-initialization incompatibility are unrelated." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Dequantized save_pretrained failure and sinq quantization round-trip breakage are different quantization paths." + "reason": "Non-persistent buffer junk values and streaming mask off-by-one are different bugs." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and a wrong docstring for position_ids are unrelated." + "reason": "Both are model compatibility/save-load regressions, but they affect different models and failure modes." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Flash-attention training degeneration and NaNs during init/checkout are different issues." + "reason": "Quantized-model save/load corruption and sinq quantization breakage are distinct serialization/quantization problems." }, { "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are not the same underlying change." - }, - { - "left": "issue:44483", - "right": "issue:45406", + "right": "issue:45310", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different serve failures." + "reason": "FP8 accuracy issues and Qwen3.5 from_pretrained errors are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are separate import-registration problems." + "reason": "A generic dependency issue and a performance regression in SequenceFeatureExtractor.pad are not the same bug." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated." + "reason": "The DSA indexer bug and a wrong position_ids docstring are unrelated." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Phi4MultimodalConfig default-initialization bug and GPTNeoXConfig rotary_pct reload issue are different config regressions." + "reason": "Degenerate training with flash_attention_3 and NaNs at checkout/init are different classification problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the one accepted pair is overstated for the packet: issue:44263 and issue:44360 are only loosely linked by the shared DSA indexer theme in their titles, not by near-identical wording or any body/diff evidence shown here. The claim that they are a clear/true duplicate pair with the same concrete bug is stronger than the packet supports, so this should be rejected." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13836,7 +13976,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:22355", "issue:27957", @@ -13856,13 +13996,14 @@ "issue:43122", "issue:43232", "issue:43408", + "issue:43479", "issue:43550", "issue:43576", "issue:43646", "issue:43756", "issue:43784", - "issue:43937", - "issue:43976", + "issue:43824", + "issue:44038", "issue:44060", "issue:44117", "issue:44188", @@ -13870,256 +14011,255 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44368", "issue:44373", + "issue:44483", "issue:44488", "issue:44568", "issue:44704", + "issue:44913", "issue:44945", - "issue:44964", "issue:45278", + "issue:45406", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", "issue:46132", - "issue:46305", "issue:46369", "issue:46402" ], "soft_pairs": [ + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:41628|issue:43824", "issue:43408|issue:46402", + "issue:43479|issue:44913", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:42757|issue:45278", "issue:39401|issue:44568", - "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:44368|issue:46305", - "issue:43408|issue:46369", + "issue:27957|issue:30990", "issue:43232|issue:45593", "issue:42886|issue:42994", - "issue:42796|issue:43122", + "issue:43408|issue:46369", "issue:44188|issue:44373", - "issue:43576|issue:43784", + "issue:42796|issue:43122", "issue:43646|issue:46002", - "issue:44261|issue:44373", "issue:43550|issue:46132", "issue:42371|issue:44263", + "issue:44261|issue:44373", + "issue:43576|issue:43784", "issue:44295|issue:44297", "issue:42907|issue:44945", "issue:30990|issue:33357", + "issue:43756|issue:44060", "issue:44117|issue:44704", "issue:41628|issue:45278", - "issue:43756|issue:44060", - "issue:43784|issue:45600", - "issue:43976|issue:44945", - "issue:39401|issue:44488", - "issue:42907|issue:44964", - "issue:42907|issue:43937" + "issue:39401|issue:44488" ], - "prepared_review_unit_hash": "686b80140c9846ea403f9e50ef0b6cd2487700a247e44831bb49cb66dbb81546", + "prepared_review_unit_hash": "601ffb287cb3b9c34e97e861cc02b6e2f32099dac133861f4160578062154527", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35892, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "serialized_chars": 35807, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, import/loading failures, model-specific bugs, and quantization/attention issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the broadest, most representative tokenizer-regression report in the set, with cross-references and a version-to-version behavior change; if a single issue must anchor the cluster, this is the best fit, though the cluster is not truly duplicate-based.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with rough theme overlap around imports, tokenizers, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after an upgrade; it is the best representative issue even though the cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest global issue candidate because it describes a concrete, user-facing tokenizer regression with wider applicability than the other, more model-specific or narrower reports.", + "best_issue_reason": "issue:45278 is the most generally useful triage target because it can subsume a family of import-regression reports better than the narrower, model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and different failure modes: FP8 accuracy regression vs Qwen3-VL-Moe / v5 bug report." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is a chat-completions API acceptance crash; the other is a Gemma4Processor attribute error in serve." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and XLMRoberta + FlashAttention2 are unrelated problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different regressions." + }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both involve sam3/sam3_video/sam3_tracker naming, but one is a warning about model type mismatch while the other is text-encoder weights not loading; different failures." + "reason": "Both mention SAM3, but one is a model-type warning and the other is missing text-encoder weights." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default vision/audio config initialization and rotary_pct reload behavior are separate config bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing module import for transformers.onnx is unrelated to the tokenizer extra-space bug." + "reason": "A missing module import is not the same as tokenizer spacing after added tokens." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and a Qwen image infinite-loop are different model/runtime bugs." + "reason": "FP8 accuracy issues and an infinite loop on a specific image are different defects." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing huggingface_hub symbol is not the same as a broad post-upgrade import-failure report." + "reason": "Both are import-related, but one is a specific offline_mode symbol import and the other is a broad upgrade regression." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset mappings and missing BOS/EOS insertion are both tokenizer bugs, but they affect different code paths and outputs." - }, - { - "left": "issue:27957", - "right": "issue:30990", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers getting stuck loading are distinct problems." + "reason": "Wrong offset mappings and missing BOS/EOS insertion are distinct tokenizer behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type in v5 are separate tokenizer issues." - }, - { - "left": "issue:44368", - "right": "issue:46305", - "accept": false, - "reason": "A tied-embeddings warning is unrelated to the Moonshine streaming mask off-by-one error." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Model-type warning and memory overflow when calling sam3-litetext are different sam3-related failures." + "reason": "Flash Attention 2 on XLMRoberta and sentence-transformers loading hangs are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation keyword handling after sync_gpus is unrelated to auxiliary-loss behavior in D-FINE." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline cache loading and quantized model saving are not the same bug." + "reason": "Tokenizer cache loading offline and quantized model saving are different code paths." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "A model-specific BPE-marker formatting issue is not the same as the broader 4.57.3-to-5.0 tokenization regression." + "reason": "A model-type warning for sam3_tracker is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Compile-time attention-kernel divergence and a docstring typo are unrelated." + "reason": "Torch.compile attention-kernel branching and a wrong docstring for position_ids are not duplicates." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Broken env command and NameError during sentence-transformers import are different CLI/import failures." + "reason": "Tokenizer BPE-marker handling and cross-version tokenization differences are related only at a high level, not the same bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage in v5 and NaNs after checkout+init are not the same concrete bug." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "A missing rms_norm_eps precision issue is not the same as a wrong docstring." + "reason": "Custom model initialization breakage and NaNs in classification heads on init are different failure modes." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and AttentionInterface.register behavior change are distinct runtime semantics issues." + "reason": "torch.compile + SDPA on Bamba and AttentionInterface.register behavior changes are separate issues." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API warning and torch.split return-values bug are unrelated." + "reason": "TF32 settings guidance and torch.split return values in an indexer are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class metadata mismatch are different save/load problems." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a wrong position_ids docstring are not the same bug." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Failing to save dequantized Ministrals/Devstrals and incorrect pipeline-parallel output are separate bugs." + "reason": "A broken env command and an import NameError in sentence-transformers are unrelated regressions." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Sentence-transformers loading hang and a MacOS bus error with a CLIP model are not the same failure mode." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are distinct problems." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different registry/loading issues." + "reason": "Quantized model saving failure and incorrect output under pipeline parallelism do not share the same code path." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "A missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same underlying bug." + "reason": "Loading stuck and a MacOS bus error are both runtime problems but not the same underlying bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Dropping RoPE layers and a tied-weights warning for Qwen3-Next are unrelated model-configuration problems." + "reason": "Smollm3 RoPE layer loss and Qwen3-Next tied-weights warnings are unrelated architecture issues." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Sentence-transformers import NameError and removed Sam3LiteText references breaking CI are different import/configuration issues." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different API bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Python-version compatibility in Transformers 5.1.0 and incorrect LLM output under pipeline parallelism are unrelated." + "reason": "An AutoImageProcessor import error is narrower than a broad many-import-errors regression; not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 is not the same as failing to load cjvt/sleng-bert." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Quantized/dequantized saving failure and loading Phi-4 multimodal instruct are different model I/O problems." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are unrelated bugs." + "reason": "Wrong offset mapping and failure to load a specific model are unrelated tokenizer/model-loading issues." } ] }, @@ -14141,7 +14281,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:22355", "issue:29127", @@ -14150,7 +14290,6 @@ "issue:38617", "issue:39401", "issue:42175", - "issue:42673", "issue:42757", "issue:42898", "issue:42907", @@ -14162,9 +14301,10 @@ "issue:43452", "issue:43475", "issue:43493", - "issue:43611", + "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44188", "issue:44222", @@ -14180,35 +14320,39 @@ "issue:44829", "issue:44938", "issue:44945", - "issue:45072", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", + "issue:45600", "issue:45753", - "issue:46002", "issue:46326", "issue:46328", "issue:46614" ], "soft_pairs": [ + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:44360|issue:44485", - "issue:44704|issue:45290", "issue:44625|issue:44829", "issue:39401|issue:44521", + "issue:44704|issue:45290", "issue:43122|issue:46326", - "issue:44038|issue:44297", "issue:43122|issue:44521", - "issue:43116|issue:45200", + "issue:44038|issue:44297", "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:42907|issue:43452", "issue:44038|issue:44295", "issue:39401|issue:46614", - "issue:42907|issue:43452", "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:45216|issue:45478", "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", @@ -14217,96 +14361,123 @@ "issue:22355|issue:29127", "issue:43493|issue:45753", "issue:43937|issue:44485", - "issue:38617|issue:45278", "issue:44188|issue:46328", + "issue:38617|issue:45278", "issue:42898|issue:46614", - "issue:42673|issue:45072", - "issue:43066|issue:44779", - "issue:43611|issue:46002", - "issue:43116|issue:43493" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "acf5b1d02f1db79253d6456449d1cd4fe3e2265a4006581dff3f3d7f7e5f1e4e", + "prepared_review_unit_hash": "f2095877dd810960400b75c20e7cc4129a7190d144c453b56ef459821443bd8f", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36663, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "soft_pair_count": 32, + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose collection of mostly unrelated Transformers issues, with only weak overlap around tokenizer/v5 regressions. None of the soft edges appear to be true duplicates of the same underlying bug or change.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43122 is the broadest, most generic regression report in the set and best represents the tokenizer/v5 subset, though the overall cluster is heterogeneous.", + "summary": "This cluster is mostly a loose topical grouping of unrelated issues: import errors, tokenizer regressions, multimodal/chat-template bugs, training/runtime problems, and version-compatibility reports. I do not see any true duplicate pair among the soft edges.", + "confidence": 0.29, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue 45278 is the broadest umbrella-style report (many import errors after an upgrade), but it is still not a real duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single representative issue because it describes a general tokenizer regression across versions rather than a model- or feature-specific edge case.", + "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general and highest-level symptom in the set; the rest are narrower, distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Different topics: DSA indexer/ReLU discussion versus GLM-5 RoPE implementation." + "reason": "Different failures: Python version compatibility versus incorrect output under pipeline parallelism." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both touch input processing, but one is cached_file kwargs passthrough and the other is chat-template crashing on tool-call messages." + "reason": "Both are model-loading related, but one is a save/load dequantization problem and the other is a multimodal model load failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import breakages in different integration paths: sentence-transformers import failure versus stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "One is about dequantized model saving, the other about invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different bugs: Qwen3.5 num_labels propagation versus flash_attention_3 training degeneration." + "reason": "Different models and symptoms: config propagation bug versus degenerate training with flash_attention_3." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-related, but offset_mapping errors and multimodal assistant_masks are distinct code paths and failures." + "reason": "Tokenizer offset mapping bug versus multimodal assistant mask bug; same area, different code path." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to chat-template crashes on tool-call assistant messages." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenizer regressions, but one is a broad version-change behavior shift and the other is mistral_common continue_final_message handling." + "reason": "Both involve tokenization behavior, but one is version-to-version output differences and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior regression versus multimodal assistant_mask generation; not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "One is a Qwen3-VL-Moe bug report; the other is a tokenizer.save_pretrained tokenizer_class mismatch." + "reason": "Qwen3-VL-Moe bug versus tokenizer_class metadata mismatch in save_pretrained; unrelated failures." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Shared tokenizer theme only; version-to-version tokenization drift is not the same as multimodal assistant mask generation." + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute in the vision encoder output." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different areas: example-script multi-label classification versus mm_token_type_ids defaults in Gemma 4 fine-tuning." + "reason": "Example-script multi-label output issue versus Gemma 4 mm_token_type_ids defaulting; different symptoms and fixes." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Same SAM3 family, but a model-type warning and a missing attribute error are different failures." + "reason": "Dequantized model save failure versus gguf_file loading failures for AutoTokenizer/AutoModel; different mechanisms." }, { "left": "issue:44038", @@ -14318,127 +14489,103 @@ "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both involve tokenization/phonemization, but they affect different components and state handling." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Different artifact-loading problems: dequantized save_pretrained versus gguf_file support in from_pretrained." + "reason": "Both touch tokenization, but offset_mapping regression and stale phonemizer backend state are separate problems." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE-related issues, but one is a general Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior." + "reason": "Different FP8/Qwen3-VL-Moe issues; one is model-specific, the other is save_pretrained for moe FP8." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and likely different API breaks." + "reason": "Older import error for transformers.onnx versus slow/fast tokenizer inconsistency; unrelated." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related to Qwen3.5 version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + "reason": "Both concern Qwen3.5 save/from_pretrained regressions, but one is saved checkpoint correctness and the other is a from_pretrained error; not clearly one bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Completely different problems: missing transformers.onnx module versus slow/fast tokenizer inconsistency." + "reason": "Both are import errors, but for different missing symbols and different release breakages." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the reports are model-specific and do not clearly describe the same underlying defect." + "reason": "Both are tokenizer regressions across versions, but they affect different models and distinct tokenization logic." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing names from different packages." + "reason": "Shared import-error pattern only; missing is_offline_mode from huggingface_hub is not the same as missing HybridCache from transformers." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification example output are unrelated." + "reason": "Tensor parallel training bug versus example-script multi-label classification issue; separate subsystems." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different parallelism/dtype issues with no clear shared code-path or symptom." + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline parallelism causing wrong LLM output." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different environment/setup failures: backend extras packaging versus Python 3.14 loading." + "reason": "Different compatibility failures: missing TensorFlow backend in pip install and Python 3.14 load failure." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing onnx import and LayoutLMv3 error-message clarity are unrelated." + "reason": "No relation between an ONNX import error and a LayoutLMv3 error-message clarity issue." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and behaviors: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." + "reason": "Different Qwen3.5 issues: SigLIP2 implementation discrepancy versus an infinite-loop image case." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same GLM-5 family, but GenerationConfig validation and RoPE implementation are different bugs." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "One specific missing import; the other is a broad report about many import errors after upgrade, not the same concrete defect." + "reason": "GenerationConfig validation bug versus GLM-5 RoPE implementation discussion; not the same defect." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Completely different areas: torch.compile attention branching versus feature-extractor padding performance." + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both involve tokenization-related behavior, but one is cleanup-space semantics and the other is stale phonemizer backend state." + "reason": "Both are import-related, but one is a missing symbol in configuration_utils and the other is broader post-upgrade import failures." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Different symptoms and subsystems: VRAM leak in multi-threaded Qwen3ForCausalLM versus bfloat16 dtype mismatches." + "reason": "Different tokenizer-related bugs: v5 clean_up_tokenization_spaces behavior versus stale phonemizer language state." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is decoder-type selection and the other is Deepseek-specific incorrect tokenization." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Different failures: base_model_prefix loading regression versus NaNs in classification heads after checkout/init." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Unrelated bugs in classification example behavior versus SigLIP2 implementation mismatch." + "reason": "Different tokenizer regressions with different root causes: decoder type selection versus Deepseek tokenization output changes." } ] }, @@ -14460,7 +14607,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28348", "issue:33453", @@ -14472,7 +14619,8 @@ "issue:43064", "issue:43116", "issue:43441", - "issue:43450", + "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", @@ -14480,7 +14628,6 @@ "issue:43906", "issue:43937", "issue:43976", - "issue:43986", "issue:43992", "issue:44038", "issue:44075", @@ -14493,8 +14640,8 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44977", "issue:45071", + "issue:45072", "issue:45083", "issue:45356", "issue:45357", @@ -14508,241 +14655,256 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46640" + "issue:46640", + "issue:46655" ], "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:43976|issue:45446", "issue:44355|issue:46231", "issue:42371|issue:43874", - "issue:43976|issue:45446", "issue:44038|issue:45478", - "issue:43992|issue:44704", "issue:44625|issue:46002", - "issue:44075|issue:44936", "issue:45357|issue:45478", + "issue:43992|issue:44704", "issue:45083|issue:45446", + "issue:44075|issue:44936", "issue:42222|issue:43441", - "issue:28348|issue:46640", "issue:43116|issue:43825", + "issue:28348|issue:46640", "issue:42673|issue:42796", "issue:43064|issue:43673", + "issue:42673|issue:46655", "issue:43937|issue:45563", "issue:43827|issue:45446", - "issue:44380|issue:46077", "issue:33453|issue:39401", + "issue:44380|issue:46077", "issue:45356|issue:46614", "issue:44117|issue:45588", - "issue:45071|issue:46614", "issue:43673|issue:46328", + "issue:45071|issue:46614", "issue:44291|issue:45071", - "issue:43450|issue:43986", "issue:42673|issue:43906", - "issue:44466|issue:46002", - "issue:39401|issue:44779", "issue:45405|issue:45446", - "issue:43937|issue:44977" + "issue:44466|issue:46002", + "issue:39401|issue:44779" ], - "prepared_review_unit_hash": "5520813d717225707a2b43289e36c24ae9ee30def343d6b813941e07f4cd1cce", + "prepared_review_unit_hash": "a2978a37c580ef3066697480713265f181a06ed4f170d4fdc04001b9c9235139", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35669, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36885, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only loosely related by model family or subsystem and do not describe the same concrete bug/change. I would not merge any soft edge pair; the best issue anchor is the broad open FlashAttention 2 report.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 46640 is the broadest open bug report in the set and is the best available duplicate anchor for FlashAttention-related reports, even though the cluster overall is not a single coherent bug family.", + "summary": "No soft-edge pair looks like the same exact bug/change under a strict duplicate standard; most are only loosely related by subsystem or model family. The strongest standalone issue is the v5 `base_model_prefix` loading regression.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43611 is the most concrete and broadly representative regression here: it names a specific v5 loading failure path (`base_model_prefix`) with a clear, actionable failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46640 is the most reusable issue for future duplicates because it is open and broadly titled, unlike the more specific or already-closed reports.", + "best_issue_reason": "Issue 43611 is the best overall issue candidate because it is specific, reproducible, and framed as a real code-path regression rather than a vague symptom or documentation mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Unrelated: compiled Python-file errors vs a docs-only parameter-name mismatch." + "reason": "Both mention bad runtime behavior, but one is VRAM leakage in Qwen3 dataloader-thread use and the other is bfloat16 dtype mismatches in CI; different failure modes and code paths." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "One is a v5 model-loading regression around `base_model_prefix`; the other is NaNs after checkout/init in classification heads. Not the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Different problems: TF32 settings behavior vs a missing processor method causing an AttributeError." + "reason": "Multi-label empty outputs in an example script and SigLIP2 HF-vs-JAX discrepancy are unrelated behaviors in different areas." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both are version-compatibility complaints, but they affect different code paths and dependencies." + "reason": "Both involve version checks, but one is a Python-version compatibility problem and the other is a PyTorch import gate for flex attention; not the same bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Same general model family, but different failure modes and likely different fixes." + "reason": "Compiled Python file errors and a documentation parameter-name typo are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Loading weights vs AutoProcessor/cached_file kwargs; not the same bug." + "reason": "TF32 settings guidance and a missing image-processor method are completely different issues." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Config propagation bug vs NaNs in classification heads; different symptoms and causes." + "reason": "Both involve Qwen MoE models under Transformers v5, but the titles point to different model variants and different symptoms; insufficient evidence of one concrete shared bug." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Optimizer argument handling is unrelated to evaluate()-after-train() behavior." + "reason": "`num_labels` propagation for Qwen3.5 and NaNs in classification heads are different problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "One is save_pretrained key serialization, the other is from_pretrained loading failure." + "reason": "One is incorrect visual encoder key saving; the other is a `from_pretrained` error for Qwen3.5 MoE. Save/load regressions in the same family are not enough to merge them." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing `embed_tokens.weight` during `from_pretrained` and missing kwargs passed to `cached_file` are distinct loading-path bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Model-specific feature-length helper bug vs an import/version check bug." + "reason": "Unexpected feature-length calculation and a PyTorch version check bug are unrelated." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Different models and code paths; vitpose breakage is not the same as FlashAttention failure on Ministral." + "reason": "Wrong SGD args and `trainer.evaluate()` failing after `trainer.train()` are different training issues." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Enhancement request for GPT-2 FlashAttention 2 support is not the same as a generic FlashAttention bug report." + "reason": "Broken VitPose imports and Ministral flash-attention failure are different model-specific problems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug vs pipeline() error-message/docs issue." + "reason": "Example-script multi-label output bug and a `pipeline()` error-message/docs issue are not the same change." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT-2 flash-attention support and a generic flash-attention issue are too broad and not demonstrably the same bug." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer BPE-marker handling." + "reason": "VRAM leakage in Qwen3 dataloader threads and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption and generation cache missing are different subsystems and failures." + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing generation cache during chunked prefill are different distributed-training vs generation bugs." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in Qwen3 versus video padding calculation in SmolVLM are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs a stale paged-generate warning; not the same issue." + "reason": "Invalid `GenerationConfig` and a stale warning for `num_return_sequences` are different generation issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version guard bug." + "reason": "Docs still referencing `pipeline()` and an incorrect PyTorch version check are unrelated." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both involve attention, but one is GPT-2 scaling under SDPA/FlashAttention and the other is Gemma4 mask construction." + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are both tokenizer-related but clearly different defects." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Both tokenizer-related, but one is generic loading regression and the other is a specific offset_mapping bug." + "reason": "GPT-2 attention scaling ignored in SDPA/FlashAttention and Gemma4 bidirectional-mask handling are different attention-path bugs." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Tokenizer codec/warning regression for Kimi-K2.5 is not the same as a stale phonemizer backend state bug." + "reason": "Kimi-K2.5 tokenizer regression and Wav2Vec2 phonemizer stale language state are different tokenizer/phonemizer issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping lookup failure is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "A mapping-name lookup returning `None` and a flash-attention `AttributeError` on `s_aux=None` are unrelated." }, { - "left": "issue:45071", - "right": "issue:46614", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to phonemizer state retention." + "reason": "Generation cache handling and `SequenceFeatureExtractor.pad` inefficiency are separate concerns." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:45071", + "right": "issue:46614", "accept": false, - "reason": "Generation cache handling and feature extractor padding performance are different bugs." + "reason": "PretrainedConfig type checking and phonemizer backend state are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Different API failures: unexpected init_empty_weights arg vs PretrainedConfig type checking." + "reason": "`init_empty_weights` unexpected argument and `PretrainedConfig` type checking are different compatibility regressions." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash path; not the same fix." + "reason": "VRAM leakage in Qwen3 threads and a reproduction of an older issue are not the same defect." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "The reproduction issue title does not establish the same VRAM-leak bug, and no shared concrete path is visible." + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are different dependency issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads." + "reason": "`lm_head.weight` serialization inconsistency and NaNs in classification heads are unrelated model state problems." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer regressions, but for different model tokenizers and different observed failures." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Package version bump/release availability is unrelated to a PyTorch import version check." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "Both mention generation, but one is invalid GenerationConfig and the other is flash-attention generation behavior." + "reason": "Wrong Qwen3 offset mapping and incorrect Deepseek tokenizer results are different tokenizer regressions." } ] }, @@ -14764,7 +14926,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:38617", "issue:39401", @@ -14772,16 +14934,16 @@ "issue:42175", "issue:42222", "issue:42371", - "issue:42490", "issue:42617", - "issue:42673", "issue:43066", "issue:43097", "issue:43122", "issue:43408", + "issue:43450", "issue:43673", "issue:43742", "issue:43937", + "issue:43986", "issue:44075", "issue:44117", "issue:44220", @@ -14795,6 +14957,7 @@ "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", "issue:45081", "issue:45216", @@ -14815,238 +14978,245 @@ "issue:46617" ], "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43450|issue:43986", "issue:44410|issue:45310", - "issue:45341|issue:46328", - "issue:44829|issue:45216", "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", "issue:45071|issue:46512", - "issue:38617|issue:41628", "issue:44117|issue:45081", + "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:42617|issue:45341", - "issue:42222|issue:46178", "issue:43408|issue:43742", + "issue:42222|issue:46178", "issue:45362|issue:46328", - "issue:44877|issue:46231", "issue:42371|issue:44261", - "issue:42490|issue:42673", + "issue:44877|issue:46231", "issue:42371|issue:46617", "issue:44484|issue:45310", "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44933|issue:45278", - "issue:38617|issue:44220", "issue:44410|issue:45478", + "issue:38617|issue:44220", "issue:44075|issue:45656", - "issue:42222|issue:45542", "issue:43066|issue:43122", - "issue:44263|issue:44485", + "issue:42222|issue:45542", "issue:43097|issue:44493", + "issue:44263|issue:44485", "issue:42175|issue:42222", "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "caef8b3e42d378daa1668e0278774c35dbb38bec7d4b055f621b1aba4a202d2e", + "prepared_review_unit_hash": "9597c284957055a4eaa6a3b5e8c59d7ec963b24281545497ad5672f11e636b96", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35379, - "estimated_input_tokens": 8845, - "estimated_eval_tokens": 17946 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning imports, tokenization, model config, optimizer behavior, and testing utilities. There is no strong duplicate core; at most, the import-regression reports form a loose thematic subset.", - "confidence": 0.19, - "canonical_issue_reason": "Issue 45278 is the closest umbrella because it describes a broad post-upgrade import-regression pattern, but it still does not unify the rest of the cluster.", + "summary": "The set is mostly unrelated issue reports from broad Transformers areas (tokenizers, configs, loading, testing, video, optimizer). None of the soft pairs look like the same concrete bug closely enough to merge, so all candidate duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44117 is the clearest single bug report to anchor the cluster: it describes a specific `from_pretrained` assumption failure when `TOKENIZER_MAPPING_NAMES` returns `None`, with a direct runtime path and actionable fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most generally useful representative issue in this set, but only as a loose umbrella for the import-error subset, not as a true canonical duplicate.", + "best_issue_reason": "issue:44117 is the best representative issue because it is narrowly scoped, reproducible, and centered on a concrete code-path bug rather than a broad symptom or documentation-only complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different failure modes: invalid `GenerationConfig` vs flash-attention generation behavior." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-shape bug; the other is an import/optional-dependency crash in AutoProcessor." + }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both concern Qwen3/Qwen3.5 MoE models, but one is missing projections in qwen3next while the other is a from_pretrained failure on Qwen3.5; different code paths." + "reason": "Different Qwen variants and distinct problems: missing projections vs a MoE `from_pretrained` error." }, { "left": "issue:45341", - "right": "issue:46328", + "right": "issue:45561", "accept": false, - "reason": "One is a testing_utils bug, the other is a SequenceFeatureExtractor.pad performance issue; unrelated subsystems and symptoms." + "reason": "Both touch testing utils, but one is a small utility bug while the other is a pytest-xdist race condition; not the same defect." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are distinct bugs." + "reason": "Training instability under flash-attention-3 is unrelated to the Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Both mention testing utils, but one is a vague bug and the other is a specific xdist race on captured_info.txt; not the same underlying defect." + "reason": "Testing helper bug vs feature-extractor padding performance issue; different code paths and symptoms." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking break in PreTrainedConfig and stale model.config.dtype after from_config(dtype=...) are different regressions." + "reason": "Both involve config handling, but one is type-checking breakage and the other is stale `dtype` state after `from_config`." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Two separate import errors for different symbols; same broad symptom, but not the same missing API change." + "reason": "Tokenizer mapping `None` handling and Mistral regex patching are separate tokenizer-loading failures." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a Mistral regex patch crash are different tokenizer-loading failures." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization behavior changed across versions versus a noisy logging message; unrelated bugs." + "reason": "Tokenization regression vs noisy logging message; no shared underlying bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to the testing_utils bug." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Vitpose model breakage and tensorflow_text backend mapping failure are different model/backend issues." + "reason": "3d_parallel runtime failure is unrelated to the testing utils issue." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 tracker/vide\u043e warning and MobileLLM loading KeyError are unrelated." + "reason": "A sam3 tracker/video-model warning is not the same problem as a MobileLLM config KeyError." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Vitpose breakage and tensorflow_text backend mapping errors are different loading/backend issues." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Strict config loading failure and a documentation parameter-name mismatch are not the same bug." + "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to SequenceFeatureExtractor padding." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API settings warning and MLA rms_norm_eps precision error are separate issues." + "reason": "TF32 API deprecation warning and MLA RMS norm epsilon precision issue are unrelated." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Local-path import warning and Qwen3 VRAM leak in dataloader threads are unrelated." + "reason": "Strict config loading vs a documentation parameter-name typo; not the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings warning and trust_remote_code cache FileNotFoundError are different problems." + "reason": "TF32 behavior warning and trust_remote_code cache FileNotFoundError are different issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 from_pretrained failure are unrelated." + "reason": "Shard-size default question is unrelated to the Qwen3.5 MoE loading error." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are different code paths." + "reason": "Tokenizer offset mapping regression and FP8/B200 inference failure are different subsystems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are distinct failures." + "reason": "GenerationConfig validity and missing `model_type` are both config-related, but they are distinct failures with different fixes." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-error umbrella, but the former is a specific nonexistent import; not enough evidence of the same exact defect." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features() are unrelated." + "reason": "A specific missing import from `image_utils` is not the same as broad import errors after upgrade." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different reported failures and likely different fixes." + "reason": "Different Qwen3.5/Qwen3next bugs and different code paths; not mergeable as one PR-equivalent fix." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "SGD args ignored and optimizer step called twice under deepspeed are different optimizer bugs." + "reason": "ImportError for `layer_type_validation` and `_torch_extract_fbank_features` bug are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Vitpose model breakage and missing TensorFlow backend when only tensorboard is installed are unrelated." + "reason": "Unused SGD args and deepspeed double-step are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are related only at a high level, not the same concrete bug." + "reason": "Both are tokenizer regressions in v5, but one is decoder-type handling and the other is broader tokenization differences; insufficient evidence of one root cause." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "torch.split return-values issue in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different bugs." + "reason": "Vitpose breakage is unrelated to the TensorFlow backend being absent when only tensorboard is installed." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are unrelated regressions." + "reason": "Removed config field and unexpected position-id keys are different migration/regression problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A `torch.split` return-value issue in one GLM component is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow missing from a torch install and vitpose model breakage are different issues." + "reason": "Backend-install packaging issue and vitpose model breakage are not the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "chunked_prefill cache missing and a testing_utils bug are unrelated." + "reason": "Generation cache missing in v5.0.0 is unrelated to the testing_utils bug." } ] }, @@ -15068,13 +15238,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:27957", "issue:38617", "issue:41628", "issue:42757", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", @@ -15116,22 +15285,23 @@ "issue:46123", "issue:46172", "issue:46231", - "issue:46298", - "issue:46369" + "issue:46369", + "issue:46655", + "issue:46664" ], "soft_pairs": [ - "issue:43012|issue:43577", - "issue:41628|issue:45071", "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:43012|issue:43577", "issue:45071|issue:45542", "issue:43931|issue:44410", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:44483|issue:45464", - "issue:27957|issue:43352", "issue:44484|issue:45478", - "issue:43441|issue:44829", + "issue:27957|issue:43352", "issue:43931|issue:44038", + "issue:43441|issue:44829", "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", @@ -15139,247 +15309,247 @@ "issue:44933|issue:46231", "issue:43874|issue:44263", "issue:44261|issue:44485", - "issue:43673|issue:46123", "issue:44117|issue:44987", - "issue:43986|issue:44484", + "issue:43673|issue:46123", "issue:43531|issue:45341", - "issue:43064|issue:44315", "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:44484", "issue:38617|issue:42757", + "issue:43064|issue:44315", "issue:43986|issue:45372", - "issue:43097|issue:45588", + "issue:46655|issue:46664", "issue:43097|issue:46050", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:38617|issue:44351", - "issue:42890|issue:46298" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "f8c9bdbcf3014dbef783aa4bedd7d71446e5abf894d975746443d0305b64eb98", + "prepared_review_unit_hash": "2e06360a9fedbe5429c101c31eec607394eefb7d29dc413cbe36985c10e577ee", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37381, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "serialized_chars": 37363, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated v5 regressions, import errors, model-loading issues, and model-specific bugs. None of the soft pairs look like true duplicates or mergeable same-fix PRs.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43097 is the closest hub because it is a broad v5 API/regression complaint and has inbound references, but the cluster is too mixed for a perfect canonical.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions: import errors, model-specific loading failures, attention/processor bugs, and a few API/doc issues. I don\u2019t see any soft pair that clearly points to the same underlying bug/change, so I reject all candidate duplicate edges.", + "confidence": 0.39, + "canonical_issue_reason": "issue:41628 is the best representative of the cluster\u2019s broad, user-facing v5 breakage pattern: a top-level import regression, which is more central than the many model-specific bugs here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best representative issue by breadth and signal, but it should not be treated as covering the other distinct bugs in the cluster.", + "best_issue_reason": "issue:41628 is the most generally actionable representative: it affects the public import surface and fits the cluster\u2019s recurring theme of release regressions better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both involve dtype-related behavior, but one is a PyTorch warning during compilation and the other is a Blip2 loading bug; different code paths and symptoms." + "reason": "Different model/component bugs: a missing image processor method vs a layernorm epsilon precision issue." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import error and a PretrainedConfig type-checking regression are unrelated failures." + "reason": "Both are v5 regressions, but one is an import failure and the other is a type-checking break; not the same code-path bug." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Missing image-patch method in a processor fast class vs a missing rms_norm_eps config field in MLA; distinct bugs." + "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect model dtype loading for BLIP2." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and TensorFlow backend detection error are not the same underlying issue." + "reason": "Unrelated regressions: PreTrainedConfig type checking vs TensorBoard/TensorFlow backend detection." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Model weight-shape mismatch and missing attention projections are both Qwen-related, but they describe different model conversion/loading problems." + "reason": "Different Qwen model-loading failures: weight-shape mismatch vs missing projections." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "A torch.split return-value bug in a DSA indexer is unrelated to the DeepSeek comb dtype/transpose issue." + "reason": "Both mention tensor ops, but they are different model implementations and different failures." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Missing ReLU in the DSA indexer is a different implementation bug from the DeepSeek tensor transform problem." + "reason": "DSA ReLU absence is not the same bug as the DeepSeek-V4 tensor transpose issue." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "These are both chat API failures, but one is a generic /v1/chat/completions acceptance problem and the other is a streaming inference bug on Qwen3.5-0.8B." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Flash Attention 2 support requests for different models are not the same concrete bug/change." + "reason": "Both concern chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming-specific failure." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Different problems: save_pretrained shard sizing question vs Qwen3.5-MoE from_pretrained error." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Both mention flash attention, but one is model support failure and the other is a degenerate-training issue with flash_attention_3; different root causes." + "reason": "Same feature area, but different model-specific Flash Attention 2 support gaps." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe breakage are different loading/configuration failures." + "reason": "Both are Qwen3/VL-related, but the reported failures are different and model-specific." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is unsupported-model behavior and the other is degenerate training with Flash Attention 3." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and gguf_file/from_pretrained breakage are unrelated API/load-path issues." + "reason": "One is a removed config option in v5; the other is a gguf/from_pretrained loading breakage." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as a small testing_utils bug." + "reason": "Unrelated internals bug vs a testing utility issue." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + "reason": "Processor-loading crash due to missing torchvision is unrelated to a testing_utils bug." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different model-specific failures." + "reason": "Different symptoms and likely different causes: infinite loop on a specific image vs memory overflow." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing image_utils import and a documentation parameter-name mismatch are not the same issue." + "reason": "Import surface issue vs a documentation/parameter-name mismatch; not the same bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM46V/Split-related bugs affecting different components and failure modes." + "reason": "Different GLM-related failures in different code paths; not a single underlying defect." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing config.rms_norm_eps precision bug and a GLM-5 RoPE implementation discussion are not the same defect." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache missing during chunked prefill and MaskGenerationPipeline dropping partial-batch results are separate pipeline bugs." + "reason": "Different numerical/configuration bugs in different model families." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and a physical-intelligence/fast loading failure are both loading-related but not the same underlying problem." + "reason": "Tokenizer mapping None handling is unrelated to a physical-intelligence model load failure." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Video AutoProcessor import/crash behavior is unrelated to shard-size defaults in save_pretrained()." + "reason": "Cache handling in generation is unrelated to MaskGenerationPipeline batch-finalization behavior." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug do not share a code path." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "DeepseekV3MoE divergence is a broader model implementation mismatch, not the same as the DeepSeek-V4 comb transpose bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed embedding-tie API and flash_attention.py sink-less crash are different regressions." + }, + { + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation and a DeepSeek-v4 dtype/transpose issue are different model implementation mismatches." + "reason": "Processor-loading dependency crash is unrelated to max_shard_size behavior." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different modules; too broad to merge." + "reason": "Both are import errors, but they involve different missing symbols from different modules and are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application are different training issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "A missing torchvision dependency crash and a mistral_common ReasoningEffort import error are separate loading failures." + "reason": "Both are loading-time failures, but one is missing torchvision and the other is a missing mistral_common symbol." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and a flash_attention.py s_aux=None crash are unrelated." + "reason": "Both are SmolVLM video processor issues, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A v5 API removal complaint and quantization save/load corruption are different issues." + "reason": "Removed config API in v5 is unrelated to quantized-model save/load breakage." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing QKV/gate projections in qwen3next and a dropped deepstack_visual_indexes config field are distinct model config bugs." + "reason": "Different Qwen/MoE config/model issues; one is missing projections, the other is a silently dropped config field." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe breakage and qwen3next missing projections are different Qwen-family regressions." + "reason": "Both are Qwen3-related, but they describe different model regressions in different paths." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Two import errors for different public names are similar in shape but not the same underlying bug." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Missing set_seed in a SAM HQ integration test and a noisy logging message are unrelated." + "reason": "Both are import errors, but they refer to different missing exports and different failure modes." } ] }, @@ -15401,12 +15571,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36683", "issue:42175", "issue:42490", "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -15435,7 +15606,6 @@ "issue:44380", "issue:44484", "issue:44655", - "issue:44683", "issue:44704", "issue:44936", "issue:44938", @@ -15453,6 +15623,7 @@ "issue:46421" ], "soft_pairs": [ + "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:43502|issue:43992", @@ -15463,13 +15634,13 @@ "issue:44938|issue:46178", "issue:43986|issue:44016", "issue:43208|issue:43550", - "issue:42907|issue:45753", "issue:43825|issue:44655", - "issue:43012|issue:43550", "issue:42907|issue:44655", - "issue:43992|issue:44484", - "issue:43012|issue:44368", + "issue:43012|issue:43550", "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43012|issue:44368", + "issue:43992|issue:44484", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:43352|issue:44380", @@ -15483,243 +15654,242 @@ "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:42175|issue:46365", - "issue:43208|issue:43526", "issue:42757|issue:43824", "issue:42490|issue:43012", - "issue:43012|issue:44683" + "issue:43208|issue:43526" ], - "prepared_review_unit_hash": "7061c8694beb3880f6547599c3d2342f05c4fb535b2dc1409f0d5ff09fed818b", + "prepared_review_unit_hash": "70ba11e5f506d7821e1dc0eb764fc17fef98377fe28f0e126283f9dbf2439577", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37711, - "estimated_input_tokens": 9428, - "estimated_eval_tokens": 19112 + "serialized_chars": 37787, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues; none of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated subsystems (tokenizers, trainers, processors, quantization, attention backends, packaging, and docs), so there is no clear duplicate anchor.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No issue here is a strong global representative because the set is heterogeneous; at most, each issue is the best fit for its own narrow bug report.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This is a heterogeneous set of unrelated issues, mostly distinct import/config/training regressions. None of the proposed soft pairs look like true duplicates, so I would reject all of them. If one issue had to anchor triage, issue 43824 is the strongest standalone report.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the clearest high-signal standalone issue in the set: concrete ImportError, reproducible, and already referenced by other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best issue to keep as the representative triage item because it is specific, user-facing, and has multiple inbound references.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a SAM HQ test seed flake; the other is a noisy logging complaint. Different bugs and fixes." + }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different tokenizer failures: one is an AddedToken keyword conflict, the other is TOKENIZER_MAPPING_NAMES returning None in from_pretrained." + "reason": "Different tokenizer failures: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Unrelated topics: a removed config attribute/API warning versus a quantization offloading bug." + "reason": "Tie-embeddings removal is an API change; offloading with quantization is a separate runtime behavior bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is unintended network access with local_files_only, the other is a missing embed_tokens weight in UMT5Encoder loading." + "reason": "local_files_only network leakage and missing UMT5Encoder weights are unrelated pretrained-loading issues." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() failing after train() is a runtime state bug; the other is an import failure caused by datasets interaction." + "reason": "Trainer.evaluate after train and import failure until uninstalling datasets are different code paths and symptoms." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring crash with future annotations." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are unrelated subsystems." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different code paths: GPT2 attention scaling with SDPA/FlashAttention versus cache lazy initialization under chunked prefill." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization and recompilation." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "A missing torchvision dependency in AutoProcessor for video models is not the same as tokenizer mapping None handling." + "reason": "Missing torchvision for AutoProcessor video loading is not the same as a tokenizer mapping None bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and tensorflow_text backend validation are separate compatibility issues." + "reason": "Python 3.14 load failure and tensorflow_text backend mapping validation are different import/setup problems." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the notebook syntax error." + "reason": "A missing dependency crash is unrelated to a notebook syntax error." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba torch.compile/SDPA failure." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model-specific bugs." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + "reason": "A misleading pipeline translation error and inability to save Pipeline objects are not the same bug." }, { - "left": "issue:43825", + "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and saving Pipeline objects are different issues in different APIs." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects involve different serialization paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during bfloat16 compilation is not the same bug as a compile-time SDPA failure." + "reason": "A bfloat16 compile warning is not the same as a Bamba SDPA compilation failure." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Dequantized model saving and Pipeline save_pretrained are different save paths with different failure modes." + "reason": "Dummy class leakage in dummy_pt_objects.py is a code hygiene issue, not the same as noisy logging." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the default 50GB shard size behavior." + "reason": "Saving dequantized models and Qwen3_5 infinite looping are unrelated problems." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "The bfloat16 compile warning is not the same as the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "PyTorch bfloat16 precision warning is unrelated to tie_word_embeddings warnings during LoRA fine-tuning." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Dummy classes leaking into dir(transformers) is a repo hygiene bug, not a noisy logging message issue." + "reason": "Missing embed_tokens.weight on load is not about the default 50GB shard size." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not evidenced by the isolated reproduction of issue 38071." + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are too underspecified to treat as the same bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config API and a noisy logging message are unrelated." + "reason": "A removed API and a logging message complaint do not share the same underlying defect." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but one is a model-specific unsupported-feature error and the other is GPT2 attention scaling being ignored." + "reason": "FlashAttention support gating for Nemotron and GPT2 attention scaling under SDPA are different model/backend issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to Python version compatibility in Transformers 5.1.0." + "reason": "A model backend limitation is unrelated to a Python version compatibility regression." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 transpose/cast bug are different model-specific failures." + "reason": "ESM2 breakage and a DeepSeek tensor transpose complaint are different model failures." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation and import Trainer/datasets are unrelated." + "reason": "Whisper empty-transcription failure is unrelated to an import conflict involving datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is unrelated to AttentionInterface.register changing function behavior." + "reason": "Attention scaling being ignored is not the same as AttentionInterface.register changing function behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and Trainer import failure are separate issues." + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and a Qwen3.5 MoE from_pretrained error are related in theme, but not clearly the same concrete bug or fix." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different serialization/loading issues." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling ignored in backend-specific code is not the same as a degenerate zero-loss classification bug." + "reason": "Attention backend scaling bug and zero-loss sequence classification are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "A missing config attribute and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Gemma3Config vocab_size missing and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under backend changes." + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging of TensorFlow extras and a Trainer import conflict with datasets are different problems." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + "reason": "TensorFlow backend packaging and Trainer import failure are different dependency issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Missing is_offline_mode from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are distinct import errors." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A trailing-slash local model warning is unrelated to a bfloat16 compilation warning." + "reason": "Path-trailing-slash import warning and bfloat16 compile warning are unrelated." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "A warning about float32 precision during bfloat16 compilation is not the same as compiled flex_attention failing on torch>=2.9." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels bug are different model/preprocessor issues." } ] }, @@ -15741,7 +15911,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:36010", "issue:36683", @@ -15749,7 +15919,7 @@ "issue:42757", "issue:42898", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", "issue:43066", "issue:43299", @@ -15777,10 +15947,10 @@ "issue:44514", "issue:44625", "issue:44655", + "issue:44683", "issue:44938", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", "issue:45310", "issue:45600", @@ -15792,19 +15962,20 @@ "issue:46365" ], "soft_pairs": [ - "issue:44483|issue:44514", + "issue:43012|issue:44683", "issue:45600|issue:46298", + "issue:44483|issue:44514", "issue:44038|issue:44230", - "issue:38617|issue:43502", - "issue:43618|issue:43761", "issue:45698|issue:46172", + "issue:43618|issue:43761", "issue:43618|issue:44380", + "issue:38617|issue:43502", "issue:43299|issue:43867", - "issue:44483|issue:45290", - "issue:36683|issue:43475", "issue:43756|issue:44485", + "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:44625|issue:46365", + "issue:44483|issue:45290", "issue:45276|issue:46077", "issue:42898|issue:43066", "issue:36010|issue:42757", @@ -15812,232 +15983,231 @@ "issue:43901|issue:44655", "issue:43611|issue:44655", "issue:36683|issue:44077", - "issue:43867|issue:45216", "issue:43976|issue:44938", + "issue:43867|issue:45216", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:36683|issue:44625", - "issue:43992|issue:45310", "issue:43064|issue:44492", - "issue:44075|issue:46365", - "issue:43010|issue:45278" + "issue:43992|issue:45310", + "issue:44075|issue:46365" ], - "prepared_review_unit_hash": "f4da366a44210034198caa4660dfed67a6de31ae8297923891ba739ba72de522", + "prepared_review_unit_hash": "c141729f8321fdfc79c694c2d1a4c916a5e9ea086a3c6047ec9d227ebdcd092d", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "serialized_chars": 35878, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers v5 regressions: import errors, model-config attribute misses, save/load bugs, and a few model-specific forward/output issues. The soft pairs are all false positives; they share broad themes but not the same concrete bug.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering the common import-regression theme after upgrading; the other issues are mostly separate model- or API-specific failures.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and import/load failures, with several superficially similar v5/Qwen/CLIP/Gemma issues that are not the same underlying bug. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the broadest, most representative regression here: a general Transformers 5.0 model-loading break tied to base_model_prefix, which better fits the cluster\u2019s recurring theme of v5 load/save regressions than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is broad, version-regression oriented, and closest to the shared import-failure subset of the cluster.", + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it describes a core, high-impact v5 loading regression affecting multiple models, whereas most other items are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both involve chat/completions plumbing, but one is API request validation and the other is a chat-template tokenization crash; different failure modes." + "reason": "Both are PyTorch/precision-related, but one is a bfloat16 compile warning and the other is a flex_attention failure on torch>=2.9; different symptoms and code paths." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "One is a CI break from stale auto-mapping config references; the other is just a noisy logging message." + "reason": "One is a CI break from stale auto_mappings references, the other is just a noisy logging message; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A /v1/chat/completions request rejection and a batched chat template crash are different frontend/chat-template problems." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different Qwen3-VL/MoE problems: one is model loading regression, the other is fp8 inference support." + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not mergeable as one fix." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "An import error for a removed helper is unrelated to local_files_only still triggering network requests." + "reason": "Wrong custom module after save/load is unrelated to the DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but they target different missing outputs (attentions vs hidden_states) and are not clearly the same bug." + "reason": "Both are CLIP v5 regressions, but one concerns missing attentions and the other missing hidden_states; distinct outputs and fixes." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Saving/loading a custom module is unrelated to the DeepSeek tensor-transpose dtype bug." + "reason": "CLIP attentions missing and GPT2 attention scaling ignored are unrelated model/backend bugs." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "CLIP output-field regression is unrelated to GPT-2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Different import/runtime failures: a missing configuration_utils symbol versus network requests despite local_files_only=True." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures: one is Qwen3VL-MoE compatibility, the other is a state_dict ordering issue." + "reason": "Qwen3-VL-Moe load failure and state_dict-sorted load error are different loading bugs with different triggers." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "One is a /v1/chat/completions request rejection; the other is a specific apply_chat_template crash on tool-call assistant messages." + "reason": "Smollm3 RoPE layer loss and GLM-5 RoPE discussion do not point to the same concrete defect." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but for different models and different absent fields." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation issues." + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized-model saving failure is not the same as Pipeline save_pretrained serialization failure." + "reason": "Quantized model saving failure and pipeline save_pretrained failure both involve saving, but they affect different object types and code paths." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "A config propagation bug for Qwen3.5 is unrelated to a Trainer import conflict caused by datasets." + "reason": "Qwen3.5 num_labels propagation and importing Trainer failing due to datasets are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection and apply_chat_template crash with tool-call assistant messages are different chat-handling bugs." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but one is resize_token_embeddings propagation and the other is bidirectional attention-mask construction." + "reason": "resize_token_embeddings not updating Gemma4 embeddings and Gemma4 bidirectional attention mask construction are separate model bugs." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5 changes, but one is clean_up_tokenization_spaces behavior and the other is decoder-type selection." + "reason": "A v5 tokenization-space behavior change and a wrong tokenizer decoder type are different tokenizer regressions." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules/packages; no shared code-path evidence." + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different dependency breaks." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attention support gating for Nemotron is unrelated to a GLM-5 invalid GenerationConfig issue." + "reason": "Flash Attention 2 unsupported for NemotronHForCausalLM and invalid GenerationConfig for GLM-5 are unrelated generation/model issues." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores do not match a pipeline save_pretrained bug." + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained behavior." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix regression is not the same as saving Pipeline objects." + "reason": "General model loading break via base_model_prefix is unrelated to saving Pipeline objects." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A Gemma3 config attribute bug is unrelated to patchtsmixer post_init validation." + "reason": "Gemma3Config missing vocab_size and optimizer SGD args not used are unrelated." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "State_dict sorting causing load failure is distinct from Qwen3.5 save_pretrained checkpoint corruption." + "reason": "These are both environment/version compatibility issues, but they concern different Python versions and failure modes." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both are Python-version compatibility reports, but they describe different version breakages and likely different root causes." + "reason": "Sorted state_dict load failure and incorrect Qwen3.5 saved checkpoint are different save/load regressions." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated config bugs." + "reason": "Config propagation for num_labels and Gemma4 attention mask construction are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Same model family, but one is attention-mask logic and the other is config validation for explicit head_dim." + "reason": "Gemma4 bidirectional attention and LlamaConfig head_dim validation are separate config/model checks." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config fields on different models; not the same underlying bug." + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are different attribute regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "A CLIP forward-output regression is unrelated to a Qwen3.5 save_pretrained checkpoint regression." + "reason": "CLIP attentions missing and Qwen3.5 checkpoint corruption are unrelated model-specific regressions." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different config propagation issues for different models and fields." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are separate load-path bugs." + "reason": "Different config propagation problems for different models; not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "An optimizer-state bug in Trainer/FSDP/PEFT is unrelated to a cache-strategy typo." + "reason": "FSDP2 optimizer-state corruption and a typo in cache strategies are unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "SGD argument handling and a Trainer import conflict are different issues in different subsystems." + "reason": "Missing embed_tokens.weight during UMT5 loading and Qwen3.5 from_pretrained errors are different model-loading bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrading are unrelated." + "reason": "Optimizer argument handling and Trainer import conflict with datasets are unrelated." } ] }, @@ -16059,15 +16229,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28282", - "issue:30333", "issue:33453", "issue:36296", "issue:36683", "issue:41669", "issue:42890", + "issue:42898", "issue:43010", "issue:43064", "issue:43065", @@ -16076,7 +16246,6 @@ "issue:43576", "issue:43618", "issue:43723", - "issue:43824", "issue:43867", "issue:43874", "issue:43976", @@ -16089,7 +16258,6 @@ "issue:44355", "issue:44360", "issue:44387", - "issue:44485", "issue:44556", "issue:44734", "issue:44855", @@ -16098,6 +16266,7 @@ "issue:44964", "issue:45071", "issue:45125", + "issue:45278", "issue:45357", "issue:45375", "issue:45440", @@ -16108,20 +16277,22 @@ "issue:46132", "issue:46202", "issue:46285", - "issue:46617" + "issue:46617", + "issue:46664" ], "soft_pairs": [ + "issue:43010|issue:45278", "issue:44355|issue:44855", "issue:44938|issue:45071", "issue:43867|issue:45375", "issue:43867|issue:46202", "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:43010|issue:45850", "issue:41669|issue:44246", + "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43010|issue:43976", "issue:43867|issue:45357", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:43992|issue:45478", "issue:28282|issue:33453", @@ -16129,6 +16300,7 @@ "issue:43618|issue:44857", "issue:44360|issue:45440", "issue:42890|issue:44964", + "issue:42898|issue:46664", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", @@ -16138,241 +16310,222 @@ "issue:44387|issue:44556", "issue:44734|issue:46617", "issue:43010|issue:43065", - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:43824|issue:46617", - "issue:45125|issue:45478", - "issue:30333|issue:33453" + "issue:43576|issue:46132" ], - "prepared_review_unit_hash": "d397260f2e9a86d54b96951b56c0ac7871cacca49b8c8512b0f7e5a6dc497be3", + "prepared_review_unit_hash": "d1a1de33e60204517f6147e28536502dc43e4d0f165def254f02c6d408f3be2d", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36967, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "soft_pair_count": 30, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly conservative cluster: most items are distinct loading/import/test regressions, with no strong evidence for merges. 44556 is still the best anchor for the broad v4\u2192v5 checkpoint reload incompatibility, but the earlier cross-model framing is unsupported. I do not see any soft pair that clears the duplicate bar strictly.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 44556 is the best anchor because it describes a concrete and broad v4\u2192v5 checkpoint reload incompatibility that matches the cluster\u2019s main theme without relying on unsupported cross-model claims.", + "summary": "Mostly broad v5 regression reports with only topical similarity; I don\u2019t see a strong duplicate cluster here, so all soft pairs are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, version-specific, and broadly matches the recurring v5 import/load regression theme better than the more narrow or vague reports.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the strongest representative issue: it is specific enough to be actionable, yet broad enough to cover the cluster\u2019s shared v5 loading/regression pattern.", + "best_issue_reason": "issue:45278 is the most suitable global representative because it is the clearest high-level report of the shared upgrade regression pattern, while still being specific enough to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration is a different bug from broad import errors after upgrading to v5.5.0." + }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import/error reports, but the failure modes differ: compiled Python files vs. a torch.jit.script parsing issue." + "reason": "Compiled Python-file import failures and the torch.jit comment/IndentationError are different code paths and failure modes." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different regressions: Python 3.14 load failure versus PretrainedConfig type-checking behavior." + "reason": "Python 3.14 import failure is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Related to loading/configs, but one is a sorted-state_dict load error and the other is a missing config field being dropped." + "reason": "State-dict loading order problems are not the same as a missing deepstack_visual_indexes config field." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict loading and Gemma pipeline roundtrip tokenization are different bugs with different code paths." + "reason": "A load failure with sorted state_dicts is not the same as the Gemma pipeline roundtrip token issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated: Gemma3Config missing a field versus FSDP2/PEFT optimizer-state corruption." + "reason": "Missing Gemma3Config vocab_size and FSDP2/PEFT optimizer-state corruption are unrelated bugs." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test issues, but one is seed-dependent flakiness and the other is an xdist file race." + "reason": "Flaky test seeding problems and an xdist race on captured_info.txt are different test infra issues." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Cache/update decoration behavior and a broad \u201cv5 breaks models\u201d complaint are not the same concrete bug." + "reason": "Both mention slow imports, but one is a concrete import-star cleanup issue and the other is a vague intermittent slowdown report; not enough to confirm the same fix." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both mention import slowness, but 44246 is too vague to establish the same root cause as 41669." + "reason": "Torch-no_grad decoration of update methods is not the same as a broad statement that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor parallelism appears in both, but one is a generic training bug and the other is a model-specific OOM on load." + "reason": "Tensor-parallel training bugs and Qwen2-57B-A14B-Instruct OOM on load are different problems." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different problems: cache/no_grad behavior versus Python-version compatibility." + "reason": "Sorted state_dict loading and incorrect visual-encoder keys in save_pretrained are different regression points." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Both involve loading/saving, but the concrete failures differ: state_dict sorting versus incorrect visual encoder keys." + "reason": "A no_grad decoration request has nothing to do with Python-version compatibility on load." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model regressions with no shared failing code path." + "reason": "Missing attentions assignment in CLIPOutput is unrelated to patchtsmixer post_init policy." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained-related, but they affect different models and describe different failures." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are different model-specific loading issues." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "An environment dependency ImportError is unrelated to tokenizer loading regression." + "reason": "PyTorch-not-found ImportError and tokenizer-loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Same area, but the CLIP structure regressions are not the same bug." + "reason": "CLIP attentions assignment and CLIPTextModel structure inconsistency are not the same concrete bug." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing attentions assignment and AMP/CUDA loss crash are unrelated failures." + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crashes are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "No shared underlying code path: DSA/ReLU discussion versus DeepSeekV3 implementation divergence." + "reason": "A missing ReLU in the DSA indexer and DeepseekV3MoE divergence from remote implementation are different issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-dependent test flake versus model loading failure." + "reason": "Seed-related flaky tests and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior changes and SmolVLM num_frames semantics are different API changes." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both touch tests, but the causes are different CI failures." + "reason": "SamHQ test seeding flakiness and GraniteSpeech stale device-override CI failure are different test failures." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "One is a flaky integration test; the other is a stale auto-mapping reference." + "reason": "A missing set_seed in SamHQ tests is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Incorrect network access behavior and AddedToken constructor errors are different bugs." + "reason": "local_files_only network leakage and AddedToken special-argument duplication are different tokenizer/loading bugs." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different loading issues: missing image-patch method versus trust_remote_code cache FileNotFoundError." + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to cache loading FileNotFoundError for trust_remote_code models." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both mention loading after v5, but tokenizer loading and checkpoint reload compatibility are not the same concrete issue." + "reason": "Tokenizer loading in v5 and reloading a v4.57 checkpoint after upgrade are related only at a very broad level, not the same underlying bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but FP8 save_pretrained behavior and missing tensor-parallel plan are distinct bugs." + "reason": "FP8 save_pretrained issues and missing _tp_plan for tensor parallelism are distinct concerns." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth and checkpoint reload compatibility are unrelated regressions." + "reason": "Int4 quantization memory regression and checkpoint reload incompatibility are different bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve/KV-cache continuation crash is unrelated to trust_remote_code cache loading." + "reason": "KV-cache continuation indexing in serve and cache-loading FileNotFoundError are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/update decoration and dummy Conv2d behavior are unrelated model implementation issues." + "reason": "Decorating cache update methods with no_grad is unrelated to the dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface behavior change are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local-files-only network access and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Different import/load failures with no shared root cause." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Related only at a broad Qwen3.5 MoE level, not the same concrete failure." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regression." + "reason": "Broken transformers env command and AttentionInterface.register behavior changes are different issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but there are a couple of grounding issues: the cluster anchor rationale for 44556 says it is \"cross-model,\" which is not supported by the packet title/body metadata, and the only accepted soft pair (41669 \u2194 44246) is a bit stronger than the evidence warrants given that 44246 only says import is sometimes slow. The rest of the verdicts look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16388,7 +16541,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:27957", "issue:30333", @@ -16421,7 +16574,6 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44749", "issue:44908", @@ -16429,27 +16581,32 @@ "issue:44961", "issue:45071", "issue:45125", - "issue:45230", "issue:45362", "issue:45375", "issue:45468", + "issue:45478", "issue:45850", "issue:46143", "issue:46144", "issue:46209", - "issue:46617" + "issue:46617", + "issue:46664" ], "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:30333|issue:33453", "issue:44355|issue:44749", "issue:42548|issue:44351", "issue:45125|issue:45375", "issue:43010|issue:43232", + "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:30990|issue:31795", "issue:43827|issue:44961", - "issue:43299|issue:44556", "issue:30333|issue:36296", + "issue:43299|issue:44556", "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", @@ -16461,252 +16618,270 @@ "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:44351|issue:46617", - "issue:43576|issue:44938", "issue:44485|issue:44961", + "issue:43576|issue:44938", "issue:44908|issue:44961", "issue:44222|issue:44230", "issue:36296|issue:43901", "issue:46143|issue:46144", - "issue:41628|issue:42548", "issue:36296|issue:43526", "issue:43475|issue:46617", + "issue:41628|issue:42548", "issue:44315|issue:46209", + "issue:44485|issue:46664", "issue:45362|issue:45850", - "issue:43673|issue:44492", - "issue:44623|issue:45230" + "issue:43673|issue:44492" ], - "prepared_review_unit_hash": "2161ed9f4d63fa6e6dd8f2265bfb488b6d96fb9d4b2b108720b1ae80cfb6a305", + "prepared_review_unit_hash": "e4ceee44049ca0de43147779c4944357ebd9253b1dbb077dd9f4312af771168f", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37026, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "soft_pair_count": 38, + "serialized_chars": 38280, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarity matches across broad Transformers regressions (imports, loading, CLI, v5 breakages), but I don\u2019t see enough evidence that any pair is the same underlying bug or change. I would keep the cluster centered on the v5 CLI/env regression issue, but treat the rest as distinct reports.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43576 is the most central and broadly representative issue in this set: it covers a v5 CLI/env regression and is the closest hub to several near-match import/command breakage reports. The other issues are narrower or point to different code paths/models.", + "summary": "These items mostly form a loose Transformers v5 regression/loading/import cluster, but the titles don\u2019t align tightly enough to treat the soft links as true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the cluster\u2019s repeated \u201cv5 breaks X\u201d reports, even though it is very generic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single issue to represent this cluster if one must be chosen, because it is the broadest v5-facing regression and the strongest semantic anchor among the candidate near-duplicates.", + "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it captures the shared broad regression theme better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: import error vs cache FileNotFoundError." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network bug and GLM RoPE bug are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a tensor-parallel plan bug and the other is a broader from_pretrained regression; not clearly the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting failure and tokenizer loading regression are unrelated." + }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Both mention failures after upgrades, but one is about compiled Python file execution errors and the other is a data-filtering slowdown; different symptoms and code paths." + "reason": "Compiled-file loading errors and performance regression are different issues." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths; not enough evidence of one shared bug." + "reason": "Different missing symbols: PreTrainedModel vs HybridCache." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5/MoE configuration issues, but one is tensor-parallel planning and the other is a missing config field being dropped; different defects." + "reason": "Both are Qwen3.5 MoE-related, but they describe different missing fields/code paths." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both relate to generation/cache handling, but they target different methods and failure modes; not the same concrete bug." + "reason": "Both touch generation internals, but the bugs are distinct." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "One is unwanted network access with local_files_only, the other is FP8 save_pretrained on MoE; unrelated bugs." + "reason": "Loading hang and documentation confusion are not duplicates." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "Network requests despite local_files_only and an unrelated placeholder issue title; no shared underlying bug." + "reason": "Offline/network handling and FP8 save_pretrained are separate problems." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "A loading hang for Sentence Transformers versus documentation confusion for model.forward arguments; one runtime bug, one docs issue." + "reason": "No relation beyond being unrelated bug reports." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing removed pipeline APIs is unrelated to the placeholder racoon issue." + "reason": "Documentation cleanup and an unrelated placeholder issue." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Both are version-regression loading failures, but they affect different model/checkpoint scenarios and do not clearly share the same fix." + "reason": "MLFlow reporting and tensor-parallel training are different subsystems." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "MLFlow reporting on failure and tensor-parallel training are different subsystems and different failure modes." + "reason": "Both are version regressions, but they affect different models and loading paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type-checking breakage are different problems." + "reason": "Compiled-file loading errors and PretrainedConfig typing are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "One concerns compiled Python file errors; the other is inability to save Pipeline objects. Different code paths." + "reason": "Different problems: compiled Python file handling vs pipeline save_pretrained." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific multimodal model loading breakage; too broad to merge." + "reason": "Both involve loading, but one is tokenizer regression and the other is a specific model-loading breakage." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and tokenizer loading regression are unrelated." + "reason": "Flash Attention support and tokenizer loading regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "A missing huggingface_hub import and a broken transformers env command may be adjacent, but they are not clearly the same bug without stronger evidence." + "reason": "Importing is_offline_mode and the env CLI breakage are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "The env command regression and PretrainedConfig type-checking breakage are distinct v5 issues." + "reason": "CLI breakage in v5 and PretrainedConfig type-checking breakage are separate." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application with model_init and a DSA indexer discussion are unrelated." + "reason": "Liger Kernel/model_init and DSA indexer/ReLU are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and a missing Qwen2.5-VL import are different failures, even if both are import/CLI-adjacent." + "reason": "Env command regression and Qwen import failure do not share a code path." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion about forward inputs versus an ImportError for layer_type_validation; no shared bug." + "reason": "Documentation confusion and import failure are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title versus Gemma-4 audio positional encoding bug; unrelated." + "reason": "Placeholder issue and Gemma-4 audio bug are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are different loading/import failures." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Broken env command and Python 3.14 load failure are both environment-related, but not the same concrete issue." + "reason": "Both are load/import failures, but one is an import symbol issue and the other is cache file lookup." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the placeholder issue are unrelated." + "reason": "RoPE implementation bug and placeholder issue are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both involve FP8 and MoE/Qwen3.x, but one is save_pretrained behavior and the other is inference support; not the same bug." + "reason": "Both are FP8/Qwen-related, but one is save_pretrained and the other is inference support." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training and a docs-only pipeline note are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; related area, not the same underlying change." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Two different missing import names from transformers; likely separate export regressions, not one confirmed duplicate." + "reason": "RoFormer kwargs propagation and attention-interface use are related but not the same concrete bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different components and bugs." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 vision encoder attribute error versus trust_remote_code cache loading failure; unrelated." + "reason": "SAM3 vision output attribute bug and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports from different APIs." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are different issues with different code paths." + "reason": "Different model/runtime problems: Liger Kernel application vs FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE bug and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash and a broad complaint that v5 breaks too many models are not the same concrete bug." + "reason": "The latter is a broad umbrella, but the concrete model crash is a different report." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "A missing-files save_pretrained bug and a placeholder bug report are not duplicates." + "reason": "Generation cache regression and a cache-strategy typo are not the same bug." } ] }, @@ -16728,7 +16903,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:31795", "issue:33453", @@ -16756,7 +16931,7 @@ "issue:44393", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", @@ -16767,42 +16942,45 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45381", "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", - "issue:46328" + "issue:46328", + "issue:46664" ], "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44360|issue:46664", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:45381|issue:46664", "issue:43576|issue:44556", - "issue:43525|issue:45850", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44230|issue:46095", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:45278|issue:45850", "issue:44492|issue:45850", - "issue:41669|issue:46218", "issue:42371|issue:44492", + "issue:41669|issue:46218", "issue:42890|issue:44908", "issue:43408|issue:44315", + "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44246|issue:44273", "issue:43976|issue:44393", - "issue:44295|issue:45230", "issue:44704|issue:44908", "issue:44908|issue:45071", + "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:41669|issue:44351", "issue:44492|issue:46328", @@ -16814,287 +16992,270 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43576|issue:46218" + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "d3bf5d136c9395f0f422cb4fcb40dc20aac1a78c5ac8b28c7da334ca5c5678da", + "prepared_review_unit_hash": "445adcd4852e5c084f972faffdf1233c7452f15bb62daebd2512e11f466dc318", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38848, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "soft_pair_count": 39, + "serialized_chars": 38293, + "estimated_input_tokens": 9574, + "estimated_eval_tokens": 19404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers v5 regressions, import/lazy-loading issues, model-specific failures, and docs/test cleanup; there is no strong duplicate pair, so the best canonical anchor is the broad v5 breakage report.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and can subsume the general v5 regression theme, even though the cluster is too heterogeneous for a true single duplicate root.", + "summary": "This is a loose cluster of mostly unrelated Transformers v5 regressions, import/loading issues, and model-specific bugs; the soft pairs are mostly topical overlaps rather than true duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here: it describes generalized breakage after v5 and can represent the overall cluster better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best represents the cluster because it captures the widest user-facing symptom pattern (multiple models broken after v5).", + "best_issue_reason": "issue:45850 is the best global representative because it captures the widest user-visible regression theme across the cluster, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about processor.save_pretrained missing files; the other is a generic bug report with no concrete shared failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion and SmolVLM num_frames semantics are unrelated code paths." + }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both mention breakage after v5, but one is lazy loading and the other is a TensorFlow/tensorboard backend issue; different bugs." + "reason": "Lazy loading failures and a TensorBoard-without-TensorFlow backend error are different subsystems and symptoms." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same Qwen family, but one is a Qwen3-VL issue and the other is a tensor-parallelism `_tp_plan` problem for Qwen3.5-MoE; not the same bug." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but one is a model bug and the other is a missing tensor-parallel plan; not the same fix." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading being broken and unsafe `sys.modules` access are related only at a high level; they describe different failure modes and code paths." + "reason": "Lazy loading not working and unsafe sys.modules access are not the same underlying bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3.5 multimodal behavior, but one is bbox hallucination and the other is an infinite loop on a specific image." + "reason": "Bounding-box output hallucination and an infinite loop on a specific image are distinct failure modes." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output quality issue versus a global `PretrainedConfig` type-checking regression; unrelated bugs." + "reason": "A Qwen3-VL output bug is unrelated to a PretrainedConfig type-checking regression." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Both are v5 regressions, but one is the `transformers env` command and the other is checkpoint reload compatibility." + "reason": "Both involve vision/video inputs, but the concrete bugs differ: wrong vision_position_ids vs inconsistent num_frames semantics." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "`Llama4Config.pad_token_id` missing is a specific config attribute bug, not the same as the broad 'many models break in v5' report." + "reason": "Broken env command output and checkpoint reload compatibility are different features and fixes." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/lazy import performance and missing `GenerationMixin` cache in chunked prefill are different problems." + "reason": "Import-* slowdown and missing GenerationMixin cache in chunked_prefill are unrelated performance/code-path issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4Config AttributeError is not the same as a broad v5 breakage report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe and a DeepSeek weight-conversion question are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 incompatibility with older checkpoints, but the concrete causes differ: reload breakage versus remote-code/meta-init incompatibility." + "reason": "Both concern v5 migration, but they affect different model families and different compatibility failures." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a model-specific config regression, not the broad multi-model breakage issue." + "reason": "Missing pad_token_idx in StableLmConfig is a concrete model config bug, not the same as the umbrella breakage report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is about import errors after upgrade and the other is a generic 'too many models break' report; not enough to treat as the same bug." + "reason": "These overlap thematically on v5 regressions, but one is specifically about import errors and the other is a broad complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is a narrow doc/API issue, not the same as a general v5 regression cluster." + "reason": "A typo in cache strategies is too narrow and unrelated to the broad model breakage claim." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Removing import-star usage and failing to import `Qwen3_5ForCausalLM` are both import-related, but they are not the same underlying bug." + "reason": "TF32 API guidance and a cache-strategy typo are completely different issues." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated documentation/config issues." + "reason": "Import-* slowdown and inability to import Qwen3_5ForCausalLM are different import problems with different causes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A missing `set_seed()` in tests and a scheduler kwarg bug are unrelated." + "reason": "A flaky test seed problem and an inverse_sqrt scheduler kwargs bug do not share an underlying cause." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning and Liger Kernel application with `model_init` are different behaviors with different code paths." + "reason": "A sam3_video vs sam3_tracker warning and Liger Kernel not applying with model_init are unrelated model initialization paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import behavior, but one is intermittent import slowness and the other is lazy loading correctness; not clearly the same bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH and Qwen3-VL bbox errors are unrelated model-specific issues." + "reason": "Flash Attention 2 support gating for Nemotron and Qwen3-VL bounding-box errors are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "`transformers env` command failure and inverse-sqrt scheduler kwargs handling are unrelated." - }, - { - "left": "issue:44246", - "right": "issue:44273", - "accept": false, - "reason": "Import-time slowness and lazy-loading malfunction are related themes but not the same defect." + "reason": "Broken env command and scheduler kwargs handling are unrelated functionality." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "The generic 'Bug report' title provides no evidence it is the same `position_ids` buffer issue." + "reason": "Python-version compatibility and Qwen3-VL bbox output issues are different problems." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwarg propagation are distinct API bugs." + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler timescale handling are unrelated code paths." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are unrelated." + "reason": "Scheduler kwargs being ignored and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is specific and not the same as a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save and a generic bug report are not the same issue." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/lazy loading and `HybridCache` import failure are different import-related regressions." + "reason": "Import-* slowdown and missing HybridCache import are different import-time failures." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup/perf and a small testing utility bug are unrelated." + "reason": "Import-* slowdown and a testing_utils bug do not share the same underlying defect." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support regression and generic model breakage are different classes of issue." + "reason": "Python compatibility breakage is not the same as the broad model-regression complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/Qwen3-VL, but one is a bbox hallucination and the other is a `from_pretrained` error; different bugs." + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 Moe from_pretrained failure are different model bugs." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility and missing `Qwen3_5ForCausalLM` import are unrelated." + "reason": "Python-version compatibility and inability to import Qwen3_5ForCausalLM are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional `post_init` enforcement for patchtsmixer and tied-weight key extraction crashing are separate model internals." + "reason": "PatchTSMixer post_init validation and tied-weight key handling are different code paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning `pipeline()` and inverse-sqrt scheduler kwargs are unrelated." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around `input_ids`/`past_key_values` and a tokenizer loading regression are unrelated." + "reason": "Documentation confusion for forward args and tokenizer loading regression are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with `model_init` and flash_attention_3 causing degenerate training are different problems." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are distinct problems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and broken lazy loading are both v5-related but not the same concrete bug." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight key extraction crash are different failures." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report is not enough to identify the same Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading malfunction and scheduler kwarg handling are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env command and missing `Qwen3_5ForCausalLM` import are different regression types." + "reason": "Both are v5 runtime regressions, but one is the env command and the other is lazy loading; no shared concrete fix is evident." } ] }, @@ -17116,7 +17277,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:28348", "issue:30333", @@ -17129,33 +17290,32 @@ "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: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:44360", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -17163,11 +17323,17 @@ "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46655" ], "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", @@ -17180,11 +17346,11 @@ "issue:43502|issue:43519", "issue:42371|issue:43704", "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43298|issue:46095", "issue:44263|issue:45468", "issue:43606|issue:45468", + "issue:43298|issue:46095", "issue:44261|issue:45468", + "issue:43519|issue:43704", "issue:44351|issue:46218", "issue:43352|issue:46218", "issue:42913|issue:43066", @@ -17198,334 +17364,300 @@ "issue:43525|issue:44861", "issue:31515|issue:38617", "issue:43572|issue:44861", - "issue:28348|issue:43352", "issue:44230|issue:44623", + "issue:28348|issue:43352", "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:43298|issue:44230" ], - "prepared_review_unit_hash": "463a3a55e16c8030905a1b21f2ebe344e79fe7b630fd697538bf836c87c5ff41", + "prepared_review_unit_hash": "5ae7342d47f16cd275951105613d6fb6d2b51ba297ce69727131a8f37a1dc387", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40847, - "estimated_input_tokens": 10212, - "estimated_eval_tokens": 20680 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39010, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers issues: model loading/import errors, tokenizer regressions, scheduler/config bugs, and a few feature requests. I don\u2019t see any true duplicate pairs; the soft matches are mostly broad subsystem or version-similarity only.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45850 is the broadest regression-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most plausible umbrella anchor for the cluster, even though it is very generic.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues, not a tight duplicate cluster. I found no PRs, and none of the soft edges is strong enough to merge as the same underlying bug/change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:42913 is the cleanest broad regression report in the set: tokenizer behavior changed from v4 to v5, which makes it the best umbrella issue among the tokenizer-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best overall representative because it matches the widest recurring theme here: Transformers v5 breakage/regression reports across multiple models and components.", + "best_issue_reason": "issue:42913 is the best issue to anchor this group because it is specific enough to be actionable yet broad enough to represent the v4\u2192v5 tokenizer regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but they concern different models and different calculations (timestamp vs padding)." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: a DSA indexer ReLU complaint versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different code paths: saving Pipeline objects versus a tied-weights helper crashing on list input." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a vague placeholder bug report; the other is a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "A broken env command is not the same issue as a module import failure for Qwen3_5ForCausalLM." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and bugs: Qwen3VL timestamp handling vs GLM-5 RoPE implementation." + "reason": "Different multimodal model bugs: Qwen3VL timestamp math versus GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Unrelated code paths: processor timestamp calculation vs scheduler kwargs handling." + "reason": "Processor timestamp handling and scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Different failure classes: import-star performance issue vs VRAM leak in dataloader threads." + "reason": "Import-star cleanup and a VRAM leak in multi-threaded inference are different problems." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Same model family, but different concrete problems: gating logic vs dtype/transpose handling." + "reason": "Both mention DeepSeek-V4, but one is expert gating and the other is a tensor transpose/dtype issue." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is not the same bug as a Llama 3.2 model-loading regression." + "reason": "Documentation confusion about forward args is unrelated to a model-loading regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-signature documentation are unrelated." + "reason": "Checkpoint loading speed and forward-pass documentation are not the same bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation are separate issues." + "reason": "VRAM leakage in dataloader threads and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and components: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Different model-specific bugs with no clear shared failure mode." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 regression complaint vs specific Qwen3_5 import failure; not the same bug." + "reason": "Generic v5 breakage is far too broad to be the same as a specific Qwen3_5 import error." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network access bug is unrelated to timestamp calculation." + "reason": "local_files_only network leakage and video timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance change and VRAM leak are unrelated." + "reason": "TF32 API guidance and a VRAM leak are not the same underlying issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug is unrelated to save_pretrained missing files." + "reason": "Processor timestamp math and missing processor save files are different save/load bugs." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "Different subsystems and symptoms: processor math vs memory leak." + "reason": "A torch.split return-value issue in one model is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Continuous batching/audio model support is unrelated to a DeepSeek-V4 weight-conversion question." + "reason": "CPU offload device mismatch does not match an audio positional-encoding bug." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Different model bugs: torch.split behavior vs Gemma-4 audio encoding." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." }, { - "left": "issue:43606", + "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "Missing rms_norm_eps in one MLA path is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio encoding." + "reason": "Timestamp calculation in a processor is not the same as a VRAM leak in dataloader threads." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import errors for different symbols/modules." + "reason": "Importing a missing symbol and failing to import a Qwen3_5 module are different import-path failures." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gap is unrelated to a Qwen3_5 import failure." + "reason": "Flash Attention support for Nemotron is unrelated to a Qwen3_5 import error." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 related, but they describe different bugs and different symptoms." + "reason": "Both are tokenizer/v5 complaints, but one is a broad behavior regression and the other is a specific decoder-type bug; not enough evidence they are the same defect." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2LMHeadModel FA2 support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "Both mention Flash Attention 2.0, but one is GPT-2 support and the other is only a generic title with no shared concrete code path." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the irrelevant 'Unemployment' issue." + "reason": "Scheduler kwargs and an unrelated placeholder issue have no duplicate signal." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache typo and unrelated issue title are not duplicates." + "reason": "A cache-strategy typo and a nonspecific placeholder issue are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the filler issue." + "reason": "CLIPOutput attentions regression and a placeholder bug report are unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The filler issue is not a real bug report and cannot duplicate a broad v5 regression report." + "reason": "A placeholder issue cannot be treated as the same bug as broad v5 breakage." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the filler issue." - }, - { - "left": "issue:45250", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a general feature request and the other is a model-specific support gap." + "reason": "Python 3.14 loading failure is unrelated to the placeholder report." }, { - "left": "issue:45290", - "right": "issue:44861", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Different crash sites: chat template/tool-call handling vs tied-weights helper." + "reason": "A tied-weights AttributeError and a chat-template/tool-call crash are different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in config is unrelated to _get_tied_weight_keys crashing on a list." + "reason": "Missing pad_token_id in a config is unrelated to tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and an ImportError are different problems." + "reason": "Slow from_pretrained loading and a missing layer_type_validation import are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key handling." + "reason": "StableLmConfig pad_token_idx absence is not the same as tied-weight key handling." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Both are FA2-related, but they target different models and different changes." + "reason": "fp8 support for qwen3-vl/qwen3.5 moe is unrelated to processor save_pretrained file loss." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 support request and processor.save_pretrained file omission are unrelated." + "reason": "Flash Attention 2.0 support requests for different models are related only at a broad feature level, not the same concrete bug/change." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." + "reason": "MLFlow reporting on failed jobs and checkpoint load performance are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs are different issues." + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support for Qwen3-VL is not the same as a Qwen3.5 MoE from_pretrained regression." + "reason": "fp8 support and a from_pretrained regression for Qwen3.5 MoE are not the same underlying bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading is unrelated to tokenizer loading regression." + "reason": "Loading speed and tokenizer loading regression are different failures." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 support for Qwen3-VL/Qwen3.5 are different feature requests." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "init_weights behavior in Mamba models is unrelated to RoFormer not using the attention interface." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2former ignore_value bug and DeepSeek-V4 shared expert gating are unrelated." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "Incorrect type hint and tokenizer regex warning are unrelated." - }, - { - "left": "issue:42936", - "right": "issue:43240", - "accept": false, - "reason": "Mask2former ignore_value bug is unrelated to kwargs not reaching loss calculation." - }, - { - "left": "issue:43240", - "right": "issue:46144", - "accept": false, - "reason": "Loss-kwargs propagation and RoFormer attention interface are unrelated." - }, - { - "left": "issue:42936", - "right": "issue:44031", - "accept": false, - "reason": "Mask2former ignore_value and tokenizer regex warning are different bugs." - }, - { - "left": "issue:42936", - "right": "issue:43813", - "accept": false, - "reason": "Ignore_value usage bug and a typo in conversion code are unrelated." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "Type-hint bug and typo bug are unrelated." + "reason": "Continuous batching audio support and qwen3-vl fp8 inference support are unrelated." } ] }, @@ -17547,56 +17679,132 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-469", + "cluster_id": "cluster-10000-472", "nodes": [ "issue:37934", "issue:42936", - "issue:43668" + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" ], "soft_pairs": [ + "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": "c0e7bbf233bf71dc8508be04e95b56670ffa2fe19f3de706c758437cfb9f6532", + "prepared_review_unit_hash": "e498ad25c21508978c8e2acbc731a1258f735b3e6f477d47601380a175a01cf2", "component_budget": { - "node_count": 469, - "item_count": 469, - "soft_pair_count": 1719, - "serialized_chars": 892177, - "estimated_input_tokens": 223045, - "estimated_eval_tokens": 446346 + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2313, - "estimated_input_tokens": 579, - "estimated_eval_tokens": 1414 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8611, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are three unrelated issues: one about Llama4TextL2Norm behavior, one about Mask2Former ignore_value handling, and one about ModernBERTConfig type hints. No duplicate or same-underlying-bug relationship is evident, so all soft edges should be rejected.", + "summary": "This cluster is not a duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss behavior. No soft pair looks like the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 init weights vs RoFormer attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint typo vs tokenizer regex warning regression; no shared concrete code path." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs forwarding are separate issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different components and symptoms: segmentation loss ignore value vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in model or code path; these describe distinct bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling vs a quantization attribute typo; not the same change." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic kwargs forwarding bug and ModernBERT type annotation issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but in different files and unrelated code paths." + }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and problem types: a norm implementation question vs. a config type-hint issue. No shared code path or concrete bug overlap." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling is a model logic issue, while ModernBERTConfig norm_eps is a typing issue. They are unrelated." + "reason": "Mask2Former ignore_value bug and ModernBERT type hint bug are separate and not mergeable as one fix." } ] }, @@ -17629,12 +17837,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "052ca3c4b5976cf4fc8ff9bbfc4a2316adabae47c4e18ad851630a65054d8033", + "prepared_review_unit_hash": "33cfa142543e3238c6af8c0892fecf36ff53a3f817fc0e6044424ec57d6c6a9e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17642,7 +17850,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, + "serialized_chars": 2877, "estimated_input_tokens": 720, "estimated_eval_tokens": 1696 }, @@ -17651,30 +17859,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: one requests truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduler functionality, and one asks for word time offsets in Wav2Vec2. None of the pairs looks like the same underlying bug or feature.", + "summary": "These three issues are not duplicates: they ask for unrelated features in different subsystems (tokenizer truncation behavior, ReduceLROnPlateau-style scheduling, and Wav2Vec2 word timestamps).", "confidence": 0.98, - "canonical_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request, making it the cleanest representative issue in this set.", + "canonical_issue_reason": "No canonical issue: the items are unrelated feature requests and should not be clustered as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the best standalone issue because it is specific, actionable, and clearly describes the desired behavior.", + "best_issue_reason": "11307 is the most active issue, but it is still not a good cluster representative because it targets Wav2Vec2 timestamp extraction, not the other two feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and asks: truncation control vs. Wav2Vec2 word boundary timings." + "reason": "Different requests in different areas: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated features: tokenizer truncation behavior vs. learning-rate scheduler functionality." + "reason": "Tokenizer truncation feature request and ReduceLROnPlateau-like scheduler functionality are unrelated." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared bug or code path; scheduler behavior and audio model time offsets are unrelated." + "reason": "Training-scheduler behavior and speech-model timestamp extraction do not describe the same underlying bug or change." } ] }, @@ -17706,12 +17914,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "3999c63f66e4bf30b4b914dc2ed25fac6ae648d927f099431f5ca6f76e02d479", + "prepared_review_unit_hash": "737d5d7d51c428566958f6333435517453b5081ff3742797bd63d5fcb6a19323", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17719,7 +17927,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17728,24 +17936,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are only loosely related by Hugging Face model/tokenizer loading, but they do not appear to describe the same underlying bug. The tokenizer-vs-TensorFlow discrepancy is separate from model-loading/auth/error-message problems, and the two loading issues also seem different in scope.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it concerns a common model-loading failure and has the highest discussion activity.", + "summary": "These issues are not duplicates: one is about Tapas tokenization parity, one about auth/error messaging for private model downloads, and one about failing to load bert-base-uncased. The only mild overlap is in model-loading context, but the underlying problems differ.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the best representative because it is the most concrete and broadly relevant model-loading failure; the others are separate, narrower problems.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best issue to anchor the group since it is the most general user-facing failure and likely the most central of the three.", + "best_issue_reason": "#16618 is the strongest standalone issue to keep as the primary reference for this cluster since it describes an actual loading failure rather than a tokenization mismatch or a specific auth error message.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domain: tokenizer behavior vs. model loading failure. No indication they share the same code path or bug." + "reason": "Tapas tokenization differs from TensorFlow code; this is a tokenization/parity problem, not a model-loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading models, but one is specifically a private-model login/error-message issue while the other is a generic bert-base-uncased load failure." + "reason": "#15980 is about the error message when downloading a private model without login, while #16618 is about failing to load a public model; same area, different underlying bug." } ] }, @@ -17775,12 +17983,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "aff3ad7e2e47be9b6d82289e3a577a564b689c32047038a5017d25f56bf45c1b", + "prepared_review_unit_hash": "78a950062208038791a11b514b1101d50f74caa827cc4e1e427842d73f261cb4", "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 }, @@ -17788,7 +17996,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17797,18 +18005,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both feature-request issues about adding support for more architectures, but they target different features/code paths: Flash Attention 2 vs GGUF. They should not be clustered as duplicates.", + "summary": "These are unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only broad \u201ccommunity contribution\u201d framing and are not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue for this cluster because the two issues are about different underlying changes; if one must be singled out, 26350 is slightly more established by discussion activity, but it is not a duplicate of 33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are community-contribution support requests, but they concern different artifacts and implementations: Flash Attention 2 support versus GGUF support. Same broad theme, not the same underlying bug/change." + "reason": "Different targets and code paths: Flash Attention 2 vs GGUF support. Same broad subsystem category, but not the same bug/change and not mergeable as one issue." } ] }, @@ -17867,184 +18075,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "f215f966b2f90e51e9f61cbb57073c105d40920de20f42b4cb43e57eab536a34", + "prepared_review_unit_hash": "8aea67475bfbc0fb5705dd90465b46429e3e79e02c39e8abf395ab033064b2be", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, - "estimated_input_tokens": 3382, - "estimated_eval_tokens": 7020 + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly translation-request issues for different languages, plus one clear duplicate pair with identical Thai titles. The cross-language i18n requests are too similar in template wording to merge safely, but not the same underlying issue.", - "confidence": 0.82, - "canonical_issue_reason": "There is no clean cluster-wide canonical because most items are separate language requests. The closest exact duplicate target is issue 46222, which is the earlier member of the only identical-title pair.", + "summary": "This cluster is mostly a set of i18n translation-request issues, but they are not all the same underlying request. The exact duplicates appear to be the placeholder-title subgroup (43834/44365/44370) and the identical Thai pair (46222/46226); the Turkish, Spanish, and Romanian requests are distinct and should not be merged together.", + "confidence": 0.58, + "canonical_issue_reason": "43834 is the earliest issue in the largest near-identical placeholder-title subgroup, so it is the best single representative within that duplicate slice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the most generic/template-like i18n request and the best overall representative of the shared cluster theme, even though it is not a true duplicate of the language-specific tickets.", + "best_issue_reason": "43834 is the best overall issue representative for the repeated placeholder-template translation issues, but the broader cluster is heterogeneous by language.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language requests (Turkish vs. unspecified template instance); same i18n theme is not enough to dedupe." + "reason": "Turkish vs. generic placeholder translation request; different underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language requests; no evidence they describe the same translation task." + "reason": "Turkish vs. generic placeholder translation request; different underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Specific Turkish request vs. generic placeholder template; not the same underlying issue." + "reason": "Turkish request is distinct from the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs. Romanian); separate translation requests." + "reason": "Different target languages (Turkish vs Romanian), so not the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs. Spanish); separate issues." + "reason": "Different target languages (Turkish vs Spanish), so not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Specific Spanish request vs. generic template shell; not a duplicate." + "reason": "Spanish request is distinct from the generic placeholder translation issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different translation requests; same subsystem, but no same-language match." + "reason": "Spanish request is distinct from the generic placeholder translation issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs. Romanian); not the same issue." + "reason": "Different target languages (Spanish vs Romanian), so not the same issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Separate translation requests; placeholder similarity is not enough." + "reason": "Spanish request is distinct from the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Specific Romanian request vs. generic template instance; not same underlying request." + "reason": "Romanian request is distinct from the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Separate language translation requests; no shared concrete target." + "reason": "Romanian request is distinct from the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request vs. generic template; not a duplicate." + "reason": "Romanian request is distinct from the generic placeholder translation issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request and Thai-titled issue are unrelated." + "reason": "Romanian request and Thai request are different underlying issues." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and Thai-titled issue are unrelated." + "reason": "Romanian request and Thai request are different underlying issues." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both look like template-shaped i18n requests, but the title alone does not prove they are the same language/task." + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same generic translation template; insufficient evidence of one underlying request." + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic i18n template issue vs. Thai-titled issue; different content, not a duplicate." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic i18n template issue vs. Thai-titled issue; no same underlying bug/change." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Nearly identical template wording, but no concrete evidence they are the same translation request." + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template-shaped i18n issue vs. Thai-titled issue; not the same request." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template-shaped i18n issue vs. Thai-titled issue; unrelated content." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template-shaped i18n issue vs. Thai-titled issue; not enough to merge." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template-shaped i18n issue vs. Thai-titled issue; different underlying content." + "reason": "Different language/content group; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title and near-identical metadata/body length strongly indicate the same issue reposted or duplicated." + "reason": "Exact same Thai title and effectively identical content; likely duplicate issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are conservative. The only accepted pair, 46222/46226, is supported by identical titles and matching body length/metadata, while the rest are reasonably rejected as cross-language or template-like requests without enough evidence of the same underlying issue." + "feedback": "The summary is grounded in the packet: the Turkish, Spanish, Romanian, placeholder-title, and Thai items are clearly different language/request groups based on titles and timestamps, while the placeholder-title trio and Thai pair have strong near-identical/identical similarity signals. The soft-edge verdicts are conservative overall, and the accepted duplicate pairs are supported by the high similarity evidence." }, "evaluator_used": true, "retried": false, @@ -18063,7 +18271,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36817-17", + "cluster_id": "cluster-36817-18", "nodes": [ "issue:36817", "issue:36879", @@ -18081,7 +18289,8 @@ "issue:45177", "issue:45322", "issue:46133", - "issue:46645" + "issue:46645", + "issue:46653" ], "soft_pairs": [ "issue:36817|issue:41211", @@ -18106,6 +18315,7 @@ "issue:42503|issue:43671", "issue:42503|issue:42738", "issue:42738|issue:45027", + "issue:42738|issue:46653", "issue:43671|issue:43837", "issue:43671|issue:45027", "issue:43671|issue:45177", @@ -18120,258 +18330,278 @@ "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", - "issue:45322|issue:46133" + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "58c0d492bd37dbc521ba3c8e92aff2f47987f2da30335172505f3120800161f1", + "prepared_review_unit_hash": "af016ceaf7e12eb91cff593927ba9c07d2454e90aa5d99256e0e3c6c0d2c9ce5", "component_budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 37, - "serialized_chars": 22560, - "estimated_input_tokens": 5640, - "estimated_eval_tokens": 11536 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { - "node_count": 17, - "item_count": 17, - "soft_pair_count": 37, - "serialized_chars": 22560, - "estimated_input_tokens": 5640, - "estimated_eval_tokens": 11536 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate model-support requests that share a generic 'add model' theme, not true duplicates. The soft links reflect topical similarity across nearby model families/modalities, but none look like the same underlying issue.", - "confidence": 0.85, - "canonical_issue_reason": "issue:43671 is the most hub-like representative in this set: it is a clear model-support request and has the broadest overlap with several others. That said, the cluster is still heterogeneous, so it is only a representative, not a duplicate anchor.", + "summary": "This is a loose similarity cluster of distinct model-request issues (different model families and capabilities), not a duplicate set around one underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best single issue to represent the cluster because it is central, well-scoped, and sits near multiple other model-request topics. It still does not unify the set into one real duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models; only the generic 'add a model' pattern is shared." + "reason": "Different requested models (EuroBert vs DEIMv2); similar wording only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert vs Qwen3-TTS: different model families and different modality." + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are unrelated model requests." + "reason": "Different model requests (EuroBert vs RF-DETR) with no shared code-path evidence." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model additions, not the same change." + "reason": "RF-DETR and DEIMv2 are different model additions, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different models and use-cases; no shared code-path implied." + "reason": "RF-DETR vs LFM2.5 Audio; different architecture/domain." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs a weight-sparse transformer request are unrelated." + "reason": "Object detection model request vs sparse transformer request; distinct implementations." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Object detection model request vs ASR support request; different functionality." + "reason": "RF-DETR vs Qwen3-ASR support; different model/task." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different model families and modalities; similar only at a high level." + "reason": "RF-DETR and Qwen3-TTS are unrelated model integrations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate model support requests." + "reason": "NeoBERT request is not the same as Qwen3-ASR support." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "A BERT-like model request and a sparse-transformer request are not the same change." + "reason": "NeoBERT vs sparse transformer; different model types and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio are different model families and tasks." + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated additions." + "reason": "RF-DETR and NeoBERT are different model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not duplicates." + "reason": "NeoBERT vs ModernVBERT; similar naming only, not the same model." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are separate model requests with different scopes." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different tasks." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer are different architectures and requests." + "reason": "MiniCPM3 and the sparse transformer request are unrelated models." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + "reason": "MiniCPM3 vs ModernVBERT; distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model support requests." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different features." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model families/tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + "reason": "ModernVBERT and Qwen3-ASR are different requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS are distinct support requests." + "reason": "ModernVBERT vs Qwen3-TTS; no same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE models overlap only loosely in theme." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly on BERT wording." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE-support for BERT-like models and Voxtral TTS are not the same underlying change." + "reason": "RoPE BERT-like models vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE/BERT architecture request is unrelated to the Mirko Privitera issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support and ASR support are related audio topics but separate model requests." + "reason": "Qwen3-TTS vs Qwen3-ASR are related modalities but different concrete model/support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "TTS support requests for different models are not the same change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model integrations." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and a sparse-transformer request do not target the same code path." + "reason": "Audio model support vs sparse transformer request; not the same bug/change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + "reason": "Both audio-related, but Qwen3-TTS and LFM2.5 Audio are different models and implementations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and audio model support are adjacent but not the same request." + "reason": "ASR support and audio model add are different concrete requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Qwen3-ASR and EUPE are different model categories and code paths." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse-transformer support are unrelated changes." + "reason": "ASR support vs sparse transformer model request; unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model integrations." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated topics." + "reason": "Audio model request vs Granite SWA+sink option; different feature areas." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are separate model requests." + "reason": "Sparse transformer request and EUPE request are different model changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are both audio-related, but not the same change." + "reason": "Qwen3-ASR support and Voxtral TTS support are different modalities/models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR model support are different tasks and code paths." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not a single duplicate issue." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT request is unrelated to the closed Mirko Privitera issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." } ] }, @@ -18401,12 +18631,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "d131cd358c91e0ebc9b7477d12cb9884c563b0c4f91daf201ccf3506bff89e9b", + "prepared_review_unit_hash": "7019f71682825cb6eb503eb50e6f3ffa6ca95c65e5793d32baabe527722be549", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18414,7 +18644,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18423,18 +18653,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. There is no duplicate/canonical relationship here.", + "summary": "These issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They concern different domains and no shared issue targets or files are present.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 is the more substantive technical issue report, but it is not a duplicate of issue:38740 and should not be clustered with it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: a documentation addition request versus a Vision RoPE code refactor. No shared targets, filenames, or concrete bug/change path." + "reason": "Different subjects and scopes: documentation/framework listing vs a vision model positional-encoding refactor. No evidence they describe the same underlying bug or change." } ] }, @@ -18464,12 +18694,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "ff08ddb9506732aadb736f9fcaa5f06658a841f515f9667c36edc6451ecd9356", + "prepared_review_unit_hash": "db31efadcc4c7b40d914e10293e4fc7a7bdf2128e3a740472da0d35e21e4cfab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18477,7 +18707,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18486,18 +18716,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a generic request about block decoding, while the other is a specific request for DeepSeek v3.2 support. They may be loosely related to model/runtime capabilities, but they do not describe the same underlying problem or change.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the issues target different scopes (generic block decoding vs. DeepSeek v3.2 support) and do not appear to report the same bug or feature request.", + "summary": "The two issues are not duplicates: one is a generic feature/behavior request about block decoding, while the other is a request for DeepSeek v3.2 model support. They describe different underlying work and would not be merged into a single fix.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue can be established from these two alone; they address different problems and neither subsumes the other.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong cluster representative because they are unrelated requests; if forced, 43037 is slightly more specific, but it is not a duplicate of 41084.", + "best_issue_reason": "Issue 43037 is the more concrete and actionable request because it names a specific model/version to support, whereas 41084 is broader and more ambiguous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared concrete code path: 'Set Block Decoding' is a broad decoding feature, while 'DeepSeek v3.2 support' is model-specific support." + "reason": "Different underlying requests: block decoding behavior vs. DeepSeek v3.2 support. They do not look like the same bug or change." } ] }, @@ -18527,12 +18757,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2e4e3023c07607f87bc950458973222cd9a7acf9662feb67eae0db86efd65534", + "prepared_review_unit_hash": "8d86a3cac52373a9e9cf93e4eb6cc170de4a58bd61ec19fd1f0c8f3f87bab1ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18540,7 +18770,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18549,18 +18779,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other is about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two closed issues are related by theme (custom trainers / Trainer internals) but describe different problems: one is about `remove_unused_column` behavior and customizability, the other about FLOPS estimation accounting for custom trainers. I would not treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the cleaner representative because it has a concrete Trainer customization concern and a more specific scope.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits because these are distinct bugs/features; if one must be kept as the closest representative of the cluster theme, #43598 is the more general Trainer-customization issue, but it is still separate from #43600.", + "best_issue_reason": "#43598 is the best issue anchor for this cluster since it is the more concrete and actionable Trainer customization request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying code paths and symptoms: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. Shared Trainer/custom trainer context is too broad to treat as the same issue." + "reason": "They share a general Trainer/custom-trainer theme, but the underlying problems are different: unused-column removal vs FLOPS estimation logic. Not the same bug or change." } ] }, @@ -18590,7 +18820,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2897d836750c6cb71084e65655277e9c075458f80a9322406589614b301dc923", + "prepared_review_unit_hash": "bf052ec75dd592c67e94e7fd69280c4f497110b90a556fabf01a38021ed16182", "component_budget": { "node_count": 2, "item_count": 2, @@ -18612,18 +18842,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only in the broad sense that both request new Qwen model support, but they target different model families and different auto heads: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification for AutoModelForSequenceClassification. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are separate feature requests for different model families and different auto classes, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue across the pair: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader and more central request, adding Qwen3-Omni registration for core auto-model classes; issue 44405 is a separate, narrower task for Qwen3.5 sequence classification.", + "best_issue_reason": "Neither issue is a good canonical representative for the other; they target different code paths and different capabilities.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different task heads; they do not describe the same bug or change, and could not plausibly be merged as one issue." + "reason": "Different requests: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. They are not the same underlying bug or change." } ] }, @@ -18660,76 +18890,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3c32fabfdd566e3f02ebf3d3a0fcdf7e351d3e4372aaca81ce52675fbc90c165", + "prepared_review_unit_hash": "db6a32418a5427da333863528568ab3d95403ee082792502ce209ee13bd46b2a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact same sparse title \"huggingface \" and look like duplicates; the \"Fett\" issue appears unrelated and should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43845 is the best representative: it is the earliest of the identical \"huggingface \" reports and has the same sparse/noisy content as the other matching issues.", + "summary": "Three issues titled \"huggingface\" look like the same duplicate report cluster; the separate \"Fett\" issue does not appear to be the same problem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the matching \"huggingface\" reports and there is no evidence that 43846 or 43859 describes a different underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest cluster anchor because it matches the repeated title exactly and is the earliest among the likely duplicate reports.", + "best_issue_reason": "issue:43845 is the best cluster representative: same title as the other matching issues, earliest timestamp, and no conflicting evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles with no shared context or explicit linkage; this does not look like the same underlying issue." + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence of a shared bug report." + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" is not meaningfully connected to the repeated \"huggingface\" reports." + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title and similarly sparse bodies, created one minute apart; they look like duplicate reports of the same issue." + "reason": "Same title, very close creation times, and no distinguishing metadata; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same exact title with no distinguishing detail; likely the same underlying report despite being opened later." + "reason": "Same title and no evidence of a different code path or request; this appears to be another duplicate of the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title and similarly minimal content, which strongly suggests duplication." + "reason": "Same title and no distinguishing evidence; this appears to be the same underlying issue reported again." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: three issues have the exact same title, and the earliest one is a reasonable canonical anchor. The soft-edge acceptances are conservative enough given the title identity and the higher soft-similarity scores; the Fett issue is also reasonably kept separate because it has a different title and much weaker similarity." + "feedback": "The summary is grounded in the packet and uses appropriately cautious language. The false links to issue:43835 are supported by the title mismatch, and the same-title huggingface issues are reasonably clustered with the available soft-similarity evidence. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -18767,95 +18997,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "aa08eba4d345718972d75142bf3def21bf144d97c6fa6e9427ec339b3ed26fbc", + "prepared_review_unit_hash": "f7fce232707d379657911afaf1f4d4f776ef3e9897a826c9de13a99d451c194e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly spam or generic placeholders with no concrete shared bug/change. The only somewhat substantive item is the generic documentation suggestion, but it still does not match the others.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the cluster lacks a shared underlying problem, and most items are spam-like placeholders rather than real reports.", + "summary": "This cluster is mostly low-signal spam-like issues. Three issues share the exact same '' title and look like duplicates of each other; the remaining two are different titles and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44371 is the earliest of the exact '' duplicates, so it is the best representative for that mini-cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only non-spam, somewhat substantive report, so it is the best representative if one issue must be chosen.", + "best_issue_reason": "issue:44371 is the cleanest global representative because it matches the other exact spam duplicates and is the earliest of them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are spam placeholders; no concrete shared bug or change is described." + "accept": true, + "reason": "Same exact '' title and no distinguishing body/evidence; these look like the same spam issue." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Both are spam placeholders with no meaningful problem statement to unify them." + "accept": true, + "reason": "Same exact '' title and no distinguishing body/evidence; these look like the same spam issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a generic documentation suggestion are not the same underlying issue." + "reason": "Titles differ materially; 'Documentation Enhancement Suggestion' is not the same as an empty spam placeholder." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated title text; no shared bug/change is evident." + "reason": "Different title and apparent topic; 'Check out \"Google LLC\"' is not the same as ''." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion does not match a spam placeholder." + "reason": "Documentation enhancement request and spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion does not match a spam placeholder." + "reason": "Documentation enhancement request and spam placeholder are unrelated." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Both are spam-like, but there is no evidence they refer to the same underlying problem." + "accept": true, + "reason": "Exact same '' title with no other evidence suggesting a difference." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated titled issue; no common concrete issue." + "reason": "Different titles and no shared concrete issue content." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated titled issue; no shared bug/change is shown." + "reason": "Different titles and no shared concrete issue content." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same \"\" title, while the other two have clearly different titles. The soft-edge accepts for the exact-title spam issues are conservative and supported by the sparse evidence; the rejections for the non-matching titles are also conservative. No overstatement detected." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18878,12 +19111,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "831b4ad8d4e4c4438fe7f6215ffad6d066970d043e07a314287fe546da8fb76f", + "prepared_review_unit_hash": "4dfec64eb288facafdcf14142e94e365313a8ae891b0773bf8f8feb1840554eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18891,7 +19124,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18900,24 +19133,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues share an identical title and similar metadata, but the packet does not expose the body text, so the evidence is only tentative. #45145 is the better canonical thread because it has an inbound reference, but I would not treat the pair as a confirmed duplicate from this packet alone.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is the better canonical issue because it has an inbound reference and is the more established thread. The title matches #45151 exactly, but the body content is not visible here, so the canonical choice should be made cautiously.", + "summary": "The two issues share an identical title and a soft-similarity signal, but the packet does not provide enough body-level or technical evidence to confidently call them duplicates. Issue 45145 is still the best canonical anchor because it is earlier and has an inbound reference.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45145 is earlier and has an inbound reference, so it is the best anchor among the two similar issues.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best overall issue candidate for consolidation because it is the more referenced thread. The available evidence suggests possible duplication, but not enough to claim a confirmed match from title and size alone.", + "best_issue_reason": "issue:45145 is the strongest representative because it is earlier and more connected than 45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The pair has identical titles and soft similarity, but the packet does not show the body text and deterministic_accept is false. That makes this only a tentative duplicate signal, not enough to confirm the same underlying issue." + "reason": "Identical titles and a soft-similarity score are not enough to establish a duplicate; the issue bodies may still contain meaningful technical differences, and no explicit linking evidence is present." } ] }, "evaluator_result": { "accept": false, - "feedback": "The candidate pairing is not conservative enough. The packet supports identical titles and similar-size bodies, but it does not expose the body text, so claims like \"same report\" and \"highly similar body\" are stronger than the evidence shown. Also, the soft-edge verdict accepts the pair even though the packet\u2019s deterministic_accept is false and the only evidence is soft_similarity, so this should be treated as tentative rather than a confirmed duplicate. The inbound reference makes #45145 the better canonical thread, but the conclusion should be softened." + "feedback": "The canonical choice is grounded (45145 is earlier and has an inbound reference), but the duplicate verdict is too strong for the packet. The evidence only shows identical titles and a soft-similarity signal; it does not establish that the issue bodies are substantially overlapping or that there are no distinguishing technical differences." }, "evaluator_used": true, "retried": true, @@ -18998,7 +19231,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "3cf151357b7ede98ad880a1ae9d7f53d018cf811e16d16815ed915e4627f7d47", + "prepared_review_unit_hash": "f7c4a8b9dab3181ee100f6a082f2c26866a5345f97a7d13204fb63425177b118", "component_budget": { "node_count": 2, "item_count": 2, @@ -19020,18 +19253,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs in the same general area, but with different root causes and failure modes, so they should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45674 is the better representative because it has more discussion and inbound references, and its title describes the bug more concretely.", + "summary": "These are two separate 4-bit inference bugs: one Gemma4/audio-module failure from `torch.finfo()` on `uint8` weights, and one BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an `AssertionError`. They share the broad theme of quantized inference but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate issue: the reports describe different failure modes and different code paths, despite both occurring during 4-bit inference.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the strongest standalone issue in the cluster: it is specific, reproducible, and appears to have broader impact across BitsAndBytesConfig 4-bit inference.", + "best_issue_reason": "Issue 45674 is the better representative bug report because it identifies a specific configuration trigger, a clearer root cause in `BitsAndBytesConfig`, and a broader, self-contained impact surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: #45672 is a torch.finfo()/uint8-weight failure in audio modules during NF4 inference, while #45674 is an llm_int8_skip_modules / lm_head exclusion regression causing AssertionError. Same subsystem, different underlying bug and fix path." + "reason": "Reject: these are distinct bugs. One is a Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights; the other is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion regression causing an `AssertionError`. Shared 4-bit inference context is too broad for duplication." } ] }, @@ -19061,40 +19294,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b5d9d421ae4a5d547e5d55d15ee7e5288b1e744b9d52879d70ef701d833327d7", + "prepared_review_unit_hash": "9d222ccf9e236a9a2b737f7ef88bb89c4bbc8388379423409641f527ca0ad30b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates; they are unrelated title-only entries with different names and dates, and there is no shared bug or report context.", + "summary": "These are two unrelated, likely spam/personal-name issues. They do not describe the same underlying bug or request, so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the two issues describe different people/details and do not appear to report the same underlying problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no evident common issue to canonicalize.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different titles and payloads; no shared subject, code path, or explicit linkage indicating the same underlying issue." + "reason": "Titles only share a surname pattern and both are just name/date strings; they do not describe the same issue or problem." } ] }, @@ -19124,7 +19357,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "0a18e877ad7fd668ecb35f9a11012efe592b15127bcb3ba0a22d9518ccf1c768", + "prepared_review_unit_hash": "cda98fe83d9f961afc716ecc47a2e04b482bf4b62d20056554d24aecd8146c53", "component_budget": { "node_count": 2, "item_count": 2, @@ -19146,18 +19379,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates: they have different personal-name titles and different dates, with no body text or issue links tying them together.", - "confidence": 0.98, + "summary": "The two issues are unrelated name/date stubs and do not describe the same underlying bug or request.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue in this cluster is a good canonical representative; both are unrelated and look like noise or accidental submissions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different people and dates, and there is no additional content suggesting the same underlying bug or request." + "reason": "The titles reference different individuals and different dates; there is no shared bug, feature request, or code context." } ] }, @@ -19187,12 +19420,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "17747aef074f9887c0b52363a9425ece9889eabfeb355544a3ddecbac2fc5ba6", + "prepared_review_unit_hash": "8eb6c1a52eb6b117eaf57d0095f45637f08718275b74dccdbc7facb9f5b659dd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19200,7 +19433,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19209,18 +19442,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a Qwen3_5 token-classification/value-model class, while the other requests FP8 training support.", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They target different features and code paths.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the more concrete and narrowly scoped request; it names a specific model class and target use case.", + "best_issue_reason": "issue:45810 is the more concrete and actionable standalone request; issue:46295 is broader and unrelated to the other item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas with no shared code path or concrete overlap: model-head addition vs FP8 training support." + "reason": "Reject: these are different requests with no shared underlying bug or change. One is a model-head/architecture feature request, the other is training precision support (FP8)." } ] }, @@ -19260,88 +19493,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "e8946ae911f86e03b1a3ec90ee3b453a3090b1ff8d2d15676cd862c669abbe3e", + "prepared_review_unit_hash": "2f54f7ac078b3d29f8c38d623679732334bd05291af323d92840cbcec093993b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "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": "The cluster is not one single duplicate set: it contains two exact-duplicate issue pairs and one unrelated standalone dataset promotion. The only safe merges are within the exact title/body matches.", - "confidence": 0.96, - "canonical_issue_reason": "If a single issue must be chosen, 45870 is the best representative because it is the earliest member of an exact-duplicate pair (45870/45871) with identical title/body. However, the broader cluster is heterogeneous, so this is only a local canonical choice.", + "summary": "The cluster is not a single duplicate set: it contains two exact duplicate issue pairs about different DataForge feature requests, plus one unrelated dataset/sample issue. Only the identical-title pairs should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items split into separate topics. If forced to pick one representative, issue:45870 is the cleanest canonical for its exact duplicate pair with issue:45871.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest issue candidate because it is an exact duplicate of 45871 and appears earlier; the other items are either a separate exact-duplicate pair or a different topic.", + "best_issue_reason": "Issue:45870 is the best representative of one true duplicate pair: it has an identical twin (issue:45871) and is the earlier copy. The rest of the cluster is a different feature request or unrelated sample-data post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different underlying topics: a financial dataset promotion vs an example about time series prediction with DataForge." + "reason": "Different requests: a dataset bundle versus an example for financial time series prediction. Same broad domain, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying topics: a financial dataset promotion vs an example about time series prediction with DataForge." + "reason": "Different requests: a dataset bundle versus an example for financial time series prediction. Not the same change or bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same apparent content; this looks like a direct duplicate issue." + "reason": "Exact duplicate: same title and effectively the same financial time series prediction example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge themed, but one is a prediction example and the other is about a scraping service; not the same underlying request." + "reason": "Related only at a high level (financial/DataForge), but one asks for an example and the other for a scraping service feature. Different underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both are finance/DataForge themed, but one is a prediction example and the other is about a scraping service; not the same underlying request." + "reason": "Related only at a high level (financial/DataForge), but one asks for an example and the other for a scraping service feature. Different underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topics: prediction example vs scraping service." + "reason": "Different feature requests: example prediction workflow versus time-series-plus-scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete topics: prediction example vs scraping service." + "reason": "Different feature requests: example prediction workflow versus time-series-plus-scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same apparent content; this looks like a direct duplicate issue." + "reason": "Exact duplicate: same title and same DataForge time-series + scraping service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: it conservatively splits the cluster into two duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as separate. The soft-edge rejections are appropriately cautious given only title/body-length evidence, and the canonical choice is reasonable." + "feedback": "Grounded overall: the cluster clearly splits into the dataset/sample issue and two same-title DataForge request pairs, and the non-duplicate rejections are conservative. The only slight stretch is calling the same-title pairs \u201cexact\u201d duplicates without body text, but the metadata supports them well enough here." }, "evaluator_used": true, "retried": false, @@ -19368,7 +19601,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "d52eec7b0c521e57b59c0bffc16decae2050182a94cc1a87bf35291adba49ce6", + "prepared_review_unit_hash": "8497c5ed3add7fdd0c9b4c29732916c73adbef5b206bf56d55820a21385d8e3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19390,18 +19623,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They look related in subsystem, not clearly the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is broader and more root-cause-oriented: it describes static-cache `early_initialization` breaking linear-attention state via wrong shapes and runtime errors, which can subsume narrower crashes.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different concrete failures: one is shape corruption during early initialization, the other is a Qwen3.5 `KeyError` on `linear_attention`. They may be related, but there isn\u2019t enough evidence to treat them as the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than a single model-specific crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best issue to represent the cluster since it names the affected mechanism (`early_initialization`) and the impacted component (`linear-attention`) in a way that is more generally useful for tracking and deduping related reports.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it frames the likely root cause and failure mode more generally; 46441 looks like a specific manifestation or adjacent bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related subsystem, but not enough evidence of the same bug: 46439 reports shape corruption/runtime errors, while 46441 reports a missing `linear_attention` key on Qwen3.5. Those could share a code path, but they are distinct enough that I would not merge them as duplicates." + "reason": "Reject as a duplicate: both mention static cache and linear-attention, but the reported failures are different (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there\u2019s no shared code/path evidence tying them to one concrete bug." } ] }, @@ -19431,7 +19664,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "525da99b374873439394f4d85d185196974fe821e6304cd79ded41cdbb790edd", + "prepared_review_unit_hash": "ffa850371bba38da396a1b2225a2c51b916a9b6d0fba21fea6be5d8a739cf10f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19453,24 +19686,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-exact duplicates with the same title and body; the open issue is the better canonical tracker.", + "summary": "The cluster is a clear duplicate pair: both issues have the exact same title and appear to describe the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", "confidence": 0.99, - "canonical_issue_reason": "issue #46552 is open and already has inbound references, so it is the more active representative for the same bug report.", + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and matches #46551 exactly in title/content, making it the better canonical issue to keep tracking the bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue #46552 is the best overall issue because it is still open and appears to be the current tracking thread for this exact problem.", + "best_issue_reason": "Issue #46552 is the best issue in the cluster because it is open and can serve as the active tracker for this identical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same body length/content pattern, and the cluster evidence shows maximal similarity; these describe the same underlying bug report." + "reason": "Same title, same apparent description, same underlying tokenizer bug; these are duplicate reports of the exact issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the two issues have identical titles, equal body length, and maximal soft-similarity (Jaccard 1.0). Choosing the open issue with inbound references as the canonical tracker is conservative and reasonable." + "feedback": "Grounded in the packet: the two issues have identical titles, identical body length, and soft-similarity/Jaccard support for duplication; choosing the open issue #46552 as the canonical tracker is conservative and well-supported. No overstatement beyond the provided evidence." }, "evaluator_used": true, "retried": false, @@ -19481,7 +19714,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19489,7 +19722,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-15", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -19504,7 +19737,8 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267" + "pull_request:46267", + "pull_request:46662" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -19515,8 +19749,10 @@ "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:46662", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:46662", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", @@ -19525,156 +19761,189 @@ "pull_request:44827|pull_request:45655", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:46662", + "pull_request:45655|pull_request:46662", + "pull_request:44827|pull_request:46662", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ab53993e7cb7ed8c2c2ae99e7d9dfc7300a24b023ea654abbf5209f4700c9d0e", + "prepared_review_unit_hash": "e55b8a403118ca3b1d7ea699260ad0c5252e708a220161cda0cee0660ff94d14", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38090, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41942, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 19, - "serialized_chars": 38090, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41942, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and consists of unrelated PRs that only look similar at a high level. The only clear duplicate-style pair is the two loss_utils changes for `fixed_cross_entropy`, which fix the same cross-entropy kwargs propagation bug.", - "confidence": 0.76, + "summary": "Mostly a noisy similarity cluster: the items span unrelated model additions, tokenizer/processor tweaks, docs, export tests, and small bugfixes. The only true near-duplicate pair is the two loss_utils cross-entropy kwargs fixes (43251/43254).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical PR for the actual duplicate pair: it explicitly targets issue #43240 and cleanly extends `nn.functional.cross_entropy` with the missing kwargs.", + "canonical_pr_reason": "No single canonical PR for the whole cluster: most items are unrelated, and only 43251/43254 are actually the same underlying code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the only true same-bug pair in the cluster; it is more complete and better anchored to the reported issue than 43254.", + "best_pr_reason": "PR 43251 is the best representative of the only real duplicate-like change in the set: it directly fixes fixed_cross_entropy for the tracked issue 43240 and is the more explicit version of the two loss PRs.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different models/features: VideoPrism addition vs Executorch dynamic-shape export test." + "reason": "Different changes: VideoPrism model/doc addition vs ExecuTorch dynamic-shape test. Same broad area of testing/model infra, but not the same bug or mergeable fix." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs Executorch export test; unrelated code paths." + "reason": "Tokenizer missing-methods fix vs ExecuTorch export test; unrelated code paths and functionality." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Missing tokenizer methods vs adding a new model implementation; not the same change." + "reason": "Mistral tokenizer methods vs adding MobileLLM model support. Different model families and changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes for existing models vs adding MobileLLM; different underlying work." + "reason": "Processor robustness refactor vs adding MobileLLM. Both touch model plumbing, but not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs bug fix vs adding MobileLLM; no shared code-path problem." + "reason": "Loss function kwargs fix vs new MobileLLM model implementation; unrelated subsystems." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix vs Mistral4 test/model work; unrelated changes." + "reason": "Cross-entropy kwargs fix vs Mistral4 test/model updates. No shared concrete bug or code path." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export coverage vs Mistral4 model/test fixes; different functionality." + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 fixes; only both are tests/model infra, not duplicates." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export test for dynamic shapes vs new MobileLLM model code; not the same bug or change." + "reason": "Dynamic-shape export test and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46662", + "accept": false, + "reason": "Model addition for MobileLLM vs SmolVLM video padding fix; completely different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs `cls.config` resolution ordering fix; unrelated." + "reason": "MobileLLM model addition vs config resolution order fix; unrelated scope." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-interface refactor; different code paths." + "reason": "MobileLLM model addition vs Falcon output-interface refactor; different models and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46662", + "accept": false, + "reason": "Falcon standardized output refactor vs SmolVLM video padding; unrelated changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; no common underlying bug." + "reason": "Falcon refactor vs model-creation skill/docs/meta PR; not the same bug or feature." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor vs Mistral4 tests/model changes; only broad model-code similarity." + "reason": "Falcon output-interface refactor vs Mistral4 test fixes; different model code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs `layrnorm`/`layernorm` renaming across CLIP-like models; different issues." + "reason": "Mistral4 test/model work vs layrnorm->layernorm renaming across CLIP-like models. Similar ML area, but not the same change." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work vs chat parsing update; unrelated subsystems." + "reason": "Mistral4 fixes vs chat response parsing overhaul; unrelated functionality." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; different features and code paths." + "reason": "Mistral4 tests/model work vs TDT loss kernel integration; different subsystems and fixes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config resolution ordering fix; not the same underlying bug." + "reason": "Mistral4 work vs config resolution ordering fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 model/test changes vs model-creation skill scaffolding; unrelated." + "reason": "Mistral4 fixes vs model-creation skill/meta PR; not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill draft; the latter is meta tooling, not the model change itself." + "reason": "MobileLLM model addition vs meta skill/documentation PR; unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:46662", + "accept": false, + "reason": "Meta model-creation skill PR vs SmolVLM video-padding fix; no shared bug or change." + }, + { + "left": "pull_request:45655", + "right": "pull_request:46662", + "accept": false, + "reason": "Config resolution-order fix vs SmolVLM video padding; unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46662", + "accept": false, + "reason": "Mistral4 fixes vs SmolVLM padding change; different models and problems." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches fix the same `fixed_cross_entropy` bug by forwarding supported kwargs to `nn.functional.cross_entropy` in `loss_utils.py`." + "reason": "Both modify src/transformers/loss/loss_utils.py to fix the same fixed_cross_entropy kwargs handling for issue 43240; these are mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly same-bug pair supported by the metadata is 43251/43254: they touch the same file, share issue target 43240, and make nearly identical `fixed_cross_entropy` kwargs-forwarding changes. The other pair rejections are consistent with the diffs and titles and do not overclaim overlap." + "feedback": "Grounded overall. The summary conservatively identifies the only mergeable near-duplicate pair as 43251/43254, which both touch src/transformers/loss/loss_utils.py and the same tracked issue 43240. The rejected soft edges are also conservative: the paired PRs are in clearly different subsystems or feature areas, so they do not look like single-bugfix duplicates." }, "evaluator_used": true, "retried": false, @@ -19685,7 +19954,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19701,12 +19970,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "2d7c6b945c740fdbfac4f41c7a4f2931a347d84515edc46cea9fcd1f12e2d85f", + "prepared_review_unit_hash": "f81c16f80f5ce60bf9fe98d9855c3e6502377eb24f0228c1805a247ef8ac439a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19714,7 +19983,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -19723,18 +19992,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 is a later realtime-focused extension that also adds the acoustic tokenizer and related generation plumbing.", - "confidence": 0.86, + "summary": "Both PRs are about VibeVoice, but they appear to be different deliverables: one is the base implementation, the other is a realtime variant/extension. They share several files because the second builds on the same model family, but they do not look like the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#42781 is the more complete and newer VibeVoice PR, covering the realtime and acoustic-tokenizer additions beyond the base model implementation.", + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation, has much higher review activity, and is not a draft; PR 42781 is a later realtime follow-up rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the strongest representative of the cluster because it includes the broader VibeVoice stack and appears to be the later, more complete implementation.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it appears to establish the initial VibeVoice integration that the later realtime PR extends.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice base files, but #40546 adds the initial model integration while #42781 adds realtime and acoustic-tokenizer support; these are related follow-ups, not the same concrete fix/change." + "reason": "Reject: despite shared VibeVoice files, this looks like a base implementation versus a realtime extension, not one identical bugfix/change that could be merged as a single PR." } ] }, @@ -19748,7 +20017,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19764,12 +20033,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "549235bf3f0d55aa652dd25addbbc2b8abc4b6cdf0ee30b32342d61ddc4c1d75", + "prepared_review_unit_hash": "a01c0455c3690d37c839ca5bdac6e61506a76946d3adc389962c7bf60befdcff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19777,7 +20046,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19786,18 +20055,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3ViT image classification support. They do not appear to fix the same bug or implement the same change.", + "summary": "These are two unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They share no filenames, code paths, or concrete bug/change target, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the more focused and review-active change, but it is still a separate DINOv3 feature addition, not a canonical duplicate for the TimesFM PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different feature scopes; they are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different models and different functionality: TimesFM forecasting with covariates versus DINOv3 image-classification support. No shared code path or mergeable overlapping fix/change." } ] }, @@ -19811,7 +20080,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19874,7 +20143,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19892,7 +20161,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "9fbea35b85fca4b8c75e648c4a73885507235ccd7735f55100d3f87cdc38cc4c", + "prepared_review_unit_hash": "373ea9c3791a91c2ce818188a47a100c8eea678fdca97b30a412409d007dd1b4", "component_budget": { "node_count": 3, "item_count": 3, @@ -19914,24 +20183,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6), not duplicate fixes for the same underlying change. The overlap is mostly standard Transformer boilerplate and registry/docs updates.", + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6), not duplicate fixes for the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model integration with different code, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45630 is the most substantial and recent of the three, but it is still a distinct model integration rather than a duplicate target.", + "best_pr_reason": "#45630 is the strongest representative of the set because it is the most expansive and recent integration, with the broadest supporting changes and test coverage, though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and codepaths: DeepSeek OCR vs Isaac. Shared files are generic auto-registry/docs scaffolding, not the same concrete change." + "reason": "Different models and different implementation targets; they only overlap on generic Hugging Face model-registration plumbing, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with separate model directories and no shared underlying bug or fix to merge into one PR." + "reason": "Both are new-model PRs, but for different models (Isaac vs Kimi2-6) with distinct code paths and artifacts, so they are not mergeable as one PR." } ] }, @@ -19945,7 +20214,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19961,7 +20230,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "16af05855e1a14d7719686e37dffbc987fa44f0a748ae5a11e5faacdc2615240", + "prepared_review_unit_hash": "f4ab91d2863d6358eb50653eaf53e65a309d302fd2b6b65115f738c8fbc6b6f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19983,18 +20252,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two maintenance PRs overlap in workflow files, but they address different dependency upgrades: #42975 updates several GitHub Actions for Node 24 compatibility, while #42976 only bumps docker/build-push-action to v6 in a few Docker-image workflows. They are related, but not the same underlying change.", - "confidence": 0.95, + "summary": "Two separate GitHub Actions maintenance PRs: one focused on Node 24 compatibility for workflow actions, the other on upgrading workflow/action versions more broadly, including docker/build-push-action. They overlap in area but do not look like the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader, more representative workflow-actions upgrade across many files and has the clearest cluster-wide scope.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest concrete motivation (Node 24 compatibility) and a focused set of workflow action version bumps tied to that goal.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster because it covers the larger GitHub Actions compatibility update; #42976 is a narrower, separate Docker action bump.", + "best_pr_reason": "PR 42975 is the best overall representative: it is the more specific, actionable workflow compatibility upgrade and better captures the cluster\u2019s shared maintenance theme than the broader version-bump PR.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Shared workflow touchpoints are not enough here: #42975 upgrades checkout/cache/upload-artifact and other actions for Node 24 compatibility, while #42976 only changes docker/build-push-action versions. Different concrete changes, so not duplicates." + "reason": "Both are workflow dependency upgrade PRs, but they target different action families and likely different maintenance concerns: checkout/cache/upload-artifact Node 24 compatibility versus docker/build-push-action and other latest-version bumps. Same subsystem, not the same concrete change or bug fix." } ] }, @@ -20008,7 +20277,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20016,14 +20285,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-6", + "cluster_id": "cluster-42978-7", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", "pull_request:45490", "pull_request:46562", - "pull_request:46641" + "pull_request:46641", + "pull_request:46658" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -20036,102 +20306,109 @@ "pull_request:43451|pull_request:46641", "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46562", - "pull_request:45490|pull_request:46641" + "pull_request:45490|pull_request:46641", + "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "0e745fef4091e708c85f9484acc5c2250a88a68ef486ce6b5d6fb57f4d05918b", + "prepared_review_unit_hash": "b5289b7ec47b729c3251064a01961be2034345ec040a1095fa18280598e6a69b", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 11, - "serialized_chars": 20403, - "estimated_input_tokens": 5101, - "estimated_eval_tokens": 10458 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 23138, + "estimated_input_tokens": 5785, + "estimated_eval_tokens": 11826 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 11, - "serialized_chars": 20403, - "estimated_input_tokens": 5101, - "estimated_eval_tokens": 10458 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 23138, + "estimated_input_tokens": 5785, + "estimated_eval_tokens": 11826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "False-positive cluster: these PRs are unrelated new model integrations plus one punctuation-only docs edit, not duplicates of the same change.", - "confidence": 0.98, + "summary": "These PRs are mostly unrelated model additions plus one tiny docs-only punctuation fix. The only true duplicate-style pair is the Step3p7 mini-model/demo PR that supports the main Step3p7 Flash PR; the rest share boilerplate files but not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set mixes distinct model adds (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash) and an unrelated docs comma fix, so there is no single underlying change to canonicalize.", + "canonical_pr_reason": "No issue artifacts are present. For the duplicate pair, PR 46562 is the main Step3p7 Flash model addition; PR 46658 is a supporting mini-model/demo bundle for the same feature rather than a separate change.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate triage: although several PRs touch similar boilerplate areas, they target different models/code paths and should remain separate.", + "best_pr_reason": "PR 46562 is the best representative PR for the only real duplicate pair because it contains the primary model implementation and registry/docs/test wiring. PR 46658 is auxiliary scaffolding for that same feature.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared auto/docs files are routine scaffolding, not the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs scaffolding is not enough." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo2) with distinct files and code paths." + "reason": "Different model additions: ViT NEPA vs Molmo2. Same repo boilerplate, different underlying feature." }, { "left": "pull_request:42978", "right": "pull_request:46641", "accept": false, - "reason": "Model integration PR vs a one-line punctuation fix in docs; clearly unrelated." + "reason": "ViT NEPA model addition vs a one-line docs punctuation fix; unrelated changes." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models and architectures; only generic transformer registry/docs files overlap." + "reason": "Different model families: ViT NEPA vs CTSM. Overlap is only generic docs/auto-registration files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model additions, not the same concrete implementation change." + "reason": "Molmo and Molmo2 are separate model integrations, not the same code change." }, { "left": "pull_request:43448", "right": "pull_request:46641", "accept": false, - "reason": "A new model integration and a docs comma edit are unrelated changes." + "reason": "Molmo model addition vs unrelated docs punctuation edit." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations (Molmo vs CTSM) with no shared underlying bug or feature." + "reason": "Molmo vs CTSM are distinct model additions despite shared registry/docs touchpoints." }, { "left": "pull_request:43451", "right": "pull_request:46641", "accept": false, - "reason": "Molmo2 model integration is unrelated to the docs punctuation-only change." + "reason": "Molmo2 model addition vs unrelated docs punctuation edit." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations (Molmo2 vs CTSM); shared registry edits are boilerplate." + "reason": "Molmo2 vs CTSM are different model integrations, not duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are distinct model additions with different architectures and files, not one mergeable change." + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-mapping edits do not imply the same change." }, { "left": "pull_request:45490", "right": "pull_request:46641", "accept": false, - "reason": "Model integration PR vs punctuation-only docs edit; no same underlying fix or feature." + "reason": "CTSM model addition vs unrelated docs punctuation edit." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both are about Step3p7 Flash: 46562 adds the model, and 46658 is a mini-model/demo bundle for the same feature and could plausibly be merged together." } ] }, @@ -20145,7 +20422,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20153,29 +20430,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-18", + "cluster_id": "cluster-43291-8", "nodes": [ "pull_request:43291", "pull_request:43498", "pull_request:43665", "pull_request:44815", - "pull_request:44958", "pull_request:45114", - "pull_request:45415", - "pull_request:45425", "pull_request:46380", "pull_request:46539", - "pull_request:46579", - "pull_request:46635", - "pull_request:46636", - "pull_request:46637", - "pull_request:46646", - "pull_request:46647", - "pull_request:46648", - "pull_request:46649" + "pull_request:46579" ], "soft_pairs": [ - "pull_request:43291|pull_request:46636", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", "pull_request:43291|pull_request:46380", @@ -20187,324 +20453,122 @@ "pull_request:44815|pull_request:46539", "pull_request:44815|pull_request:46380", "pull_request:44815|pull_request:46579", - "pull_request:44958|pull_request:46646", - "pull_request:44958|pull_request:46647", - "pull_request:44958|pull_request:46637", - "pull_request:44958|pull_request:46635", "pull_request:45114|pull_request:46579", - "pull_request:45415|pull_request:45425", - "pull_request:45415|pull_request:46646", - "pull_request:45415|pull_request:46647", - "pull_request:45415|pull_request:46637", - "pull_request:45415|pull_request:46648", "pull_request:46380|pull_request:46539", - "pull_request:46380|pull_request:46579", - "pull_request:46635|pull_request:46636", - "pull_request:46635|pull_request:46637", - "pull_request:46635|pull_request:46649", - "pull_request:46635|pull_request:46646", - "pull_request:46635|pull_request:46647", - "pull_request:46636|pull_request:46637", - "pull_request:46636|pull_request:46649", - "pull_request:46636|pull_request:46646", - "pull_request:46636|pull_request:46647", - "pull_request:46637|pull_request:46648", - "pull_request:46637|pull_request:46646", - "pull_request:46637|pull_request:46647", - "pull_request:46646|pull_request:46647", - "pull_request:46646|pull_request:46648", - "pull_request:46646|pull_request:46649", - "pull_request:46647|pull_request:46648", - "pull_request:46647|pull_request:46649", - "pull_request:46648|pull_request:46649", - "pull_request:46635|pull_request:46648" + "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "18c96a08bb4fe132c7c732c06406ed28521764c625e63592c27dcf3620802f1a", + "prepared_review_unit_hash": "67023dd68b492442a4b60bcfbf793cd64b37680ce71ee417a0e8d5ff6b14a4b2", "component_budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 43, - "serialized_chars": 54514, - "estimated_input_tokens": 13629, - "estimated_eval_tokens": 27514 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, "budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 43, - "serialized_chars": 54514, - "estimated_input_tokens": 13629, - "estimated_eval_tokens": 27514 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs: model fixes, typing cleanup, CI tweaks, and many independent typo-only edits. The only loose neighborhood is the generation/configuration_utils typo-fix subgroup, but those PRs each add different extra file changes, so they are not true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46635 is the cleanest, smallest representative of the repeated typo-fix subgroup around generation/configuration_utils.py, but the cluster as a whole is not a true duplicate set.", - "best_issue_reason": null, - "best_pr_reason": "46635 is the most focused and central representative of the typo-fix subset; it has the simplest diff and overlaps with several soft matches without bringing in additional unrelated edits.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:46636", - "accept": false, - "reason": "Whisper decoding/test fix vs a typo sweep in generation/configuration_utils; unrelated change." - }, - { - "left": "pull_request:43291", - "right": "pull_request:43665", - "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to CLIP/ViT test edits." - }, - { - "left": "pull_request:43291", - "right": "pull_request:44815", - "accept": false, - "reason": "Whisper test/tokenization work is unrelated to the FP8 dequant fix." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46380", - "accept": false, - "reason": "No shared bug/change; whisper tests vs generation validation logic." - }, - { - "left": "pull_request:43498", - "right": "pull_request:46579", - "accept": false, - "reason": "Backward-compat tie_weights wrapper is unrelated to typo-only code cleanup." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46539", - "accept": false, - "reason": "Model test fixes vs CI memory-limit fix; different underlying issues." - }, - { - "left": "pull_request:43665", - "right": "pull_request:44815", - "accept": false, - "reason": "Unrelated model test cleanup and FP8 dequant logic changes." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46380", - "accept": false, - "reason": "Different areas: vision model tests vs generation config validation." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46579", - "accept": false, - "reason": "Model test assertions are unrelated to code typo fixes across source files." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46539", - "accept": false, - "reason": "FP8 dequant fix and CI memory cap target different problems." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46380", - "accept": false, - "reason": "FP8 quantization/loading fix vs generation watermark validation fix." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46579", - "accept": false, - "reason": "Dequant logic fix is unrelated to the typo-fix PR." - }, - { - "left": "pull_request:44958", - "right": "pull_request:46646", - "accept": false, - "reason": "Import-error fix for video processing vs a processing_utils typo cleanup; not the same code-path bug." - }, - { - "left": "pull_request:44958", - "right": "pull_request:46647", - "accept": false, - "reason": "Different issues: PILImageResampling import handling vs typo cleanup in rope/processing docs." - }, - { - "left": "pull_request:44958", - "right": "pull_request:46637", - "accept": false, - "reason": "Import robustness fix vs unrelated typo fixes." - }, - { - "left": "pull_request:44958", - "right": "pull_request:46635", - "accept": false, - "reason": "Import error fix is unrelated to a single-line generation/configuration_utils typo patch." - }, - { - "left": "pull_request:45114", - "right": "pull_request:46579", - "accept": false, - "reason": "Doctest documentation cleanup is unrelated to broad typo fixes in source code." - }, - { - "left": "pull_request:45415", - "right": "pull_request:45425", - "accept": false, - "reason": "Both are typing-related, but one adds type-checking changes and the other adds protocol helpers; not the same concrete change." - }, - { - "left": "pull_request:45415", - "right": "pull_request:46646", - "accept": false, - "reason": "Type-checking sweep vs a processing_utils spelling fix; different objectives and diffs." - }, - { - "left": "pull_request:45415", - "right": "pull_request:46647", - "accept": false, - "reason": "Different changes: type-checking cleanup versus typo fixes in rope/processing docs." - }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated despite superficial similarity in titles like \"fix\". I do not see a true duplicate cluster; the overlap is mostly broad test/code cleanup or generic bug-fix wording.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46579 is the best representative only in a loose sense: it is the broadest code cleanup/typo-fix change and the most generic among the set, whereas the others are narrow fixes in unrelated areas.", + "best_issue_reason": null, + "best_pr_reason": "PR #46579 is the strongest standalone PR here because it spans many code files and appears to be a coherent cross-cutting cleanup, unlike the other narrowly scoped and unrelated fixes.", + "soft_edge_verdicts": [ { - "left": "pull_request:45415", - "right": "pull_request:46637", + "left": "pull_request:43291", + "right": "pull_request:43665", "accept": false, - "reason": "Type-checking changes are not the same as typo/documentation cleanup." + "reason": "Whisper tokenizer/test changes are unrelated to CLIP/ViT test edits; same vague \"fix\" theme only." }, { - "left": "pull_request:45415", - "right": "pull_request:46648", + "left": "pull_request:43291", + "right": "pull_request:44815", "accept": false, - "reason": "Typing refactor vs typo fixes in rope/mobilebert/processing_utils." + "reason": "Whisper test/tokenizer work is unrelated to FP8 dequant/loading logic." }, { - "left": "pull_request:46380", - "right": "pull_request:46539", + "left": "pull_request:43291", + "right": "pull_request:46380", "accept": false, - "reason": "Generation validation fix is unrelated to the CI memory-cap test infrastructure change." + "reason": "Whisper test/tokenizer work is unrelated to generation watermarking/config validation." }, { - "left": "pull_request:46380", + "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Watermarking validation fix and typo sweep are different kinds of changes." - }, - { - "left": "pull_request:46635", - "right": "pull_request:46636", - "accept": false, - "reason": "They share the same file typo, but 46636 also changes tests/generation/test_utils.py; not the same underlying change." - }, - { - "left": "pull_request:46635", - "right": "pull_request:46637", - "accept": false, - "reason": "Same config_utils typo appears, but 46637 adds mask2former and test file edits, so it is a superset not a duplicate." - }, - { - "left": "pull_request:46635", - "right": "pull_request:46649", - "accept": false, - "reason": "These are different typo fixes in different files; only the general 'typo cleanup' theme matches." - }, - { - "left": "pull_request:46635", - "right": "pull_request:46646", - "accept": false, - "reason": "Configuration_utils typo fix vs processing_utils typo fix; unrelated file and change." - }, - { - "left": "pull_request:46635", - "right": "pull_request:46647", - "accept": false, - "reason": "Only a broad typo-fix theme overlaps; rope_utils/processing_utils edits are different changes." - }, - { - "left": "pull_request:46636", - "right": "pull_request:46637", - "accept": false, - "reason": "Both touch generation/configuration_utils, but each adds different extra typo fixes in other files." - }, - { - "left": "pull_request:46636", - "right": "pull_request:46649", - "accept": false, - "reason": "Shared typo-fix style only; one also edits test_utils, the other input_outputs/rope/mobilebert." - }, - { - "left": "pull_request:46636", - "right": "pull_request:46646", - "accept": false, - "reason": "Different typo fixes in different files; not the same bug or patch." - }, - { - "left": "pull_request:46636", - "right": "pull_request:46647", - "accept": false, - "reason": "Only a broad cleanup theme overlaps, not the same concrete edit." + "reason": "Backward-compatibility aliasing for tie_weights is not the same change as broad typo cleanup across many files." }, { - "left": "pull_request:46637", - "right": "pull_request:46648", + "left": "pull_request:43665", + "right": "pull_request:46539", "accept": false, - "reason": "Both include a config-related typo cleanup theme, but 46648 fixes different files and adds mobilebert changes." + "reason": "Model test edits for CLIP/ViT are unrelated to Phimoe CI/integration-test infrastructure changes." }, { - "left": "pull_request:46637", - "right": "pull_request:46646", + "left": "pull_request:43665", + "right": "pull_request:44815", "accept": false, - "reason": "Different typo fixes; only the general style matches." + "reason": "Model test assertions are unrelated to dequantization/model-loading fixes." }, { - "left": "pull_request:46637", - "right": "pull_request:46647", + "left": "pull_request:43665", + "right": "pull_request:46380", "accept": false, - "reason": "Overlaps only at a broad typo-cleanup level, not the same underlying change." + "reason": "CLIP/ViT test changes are unrelated to generation config watermarking validation." }, { - "left": "pull_request:46646", - "right": "pull_request:46647", + "left": "pull_request:43665", + "right": "pull_request:46579", "accept": false, - "reason": "Processing_utils typo fix vs processing_utils+rope_utils typo fix; related file, but not the same change set." + "reason": "Placeholder test edits are not the same underlying change as broad code typo fixes." }, { - "left": "pull_request:46646", - "right": "pull_request:46648", + "left": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Both touch processing_utils, but 46648 also changes rope_utils and mobilebert, so it is not a duplicate." + "reason": "FP8 dequant/model-loading changes are unrelated to Phimoe integration-test/CI adjustments." }, { - "left": "pull_request:46646", - "right": "pull_request:46649", + "left": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Different typo fixes in unrelated files; shared theme is too broad." + "reason": "Dequantization kernel/loading fixes are unrelated to generation watermarking validation." }, { - "left": "pull_request:46647", - "right": "pull_request:46648", + "left": "pull_request:44815", + "right": "pull_request:46579", "accept": false, - "reason": "46648 adds mobilebert and another typo fix; not the same concrete patch as 46647." + "reason": "Shared file overlap is incidental; one is an FP8 dequant fix, the other is a broad typo cleanup." }, { - "left": "pull_request:46647", - "right": "pull_request:46649", + "left": "pull_request:45114", + "right": "pull_request:46579", "accept": false, - "reason": "They are both typo-cleanup PRs, but they target different files and changes." + "reason": "Doctest documentation fixes are unrelated to code typo cleanup." }, { - "left": "pull_request:46648", - "right": "pull_request:46649", + "left": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Different typo fixes across different files; only the generic cleanup theme overlaps." + "reason": "Generation watermarking validation changes are unrelated to Phimoe CI/integration-test fixes." }, { - "left": "pull_request:46635", - "right": "pull_request:46648", + "left": "pull_request:46380", + "right": "pull_request:46579", "accept": false, - "reason": "Both include a typo in generation/model files, but the exact files and edits differ substantially." + "reason": "Generation config validation fixes are not the same as generic typo edits across code files." } ] }, @@ -20518,7 +20582,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20534,7 +20598,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "62dba43c7fd660519460082f26381df078efad947c7a9c8b6c26adefab14dacb", + "prepared_review_unit_hash": "f393f7b122c41e1d66375792477cda0cc7473db6ec82f8218788b74b4dfee810", "component_budget": { "node_count": 2, "item_count": 2, @@ -20556,18 +20620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs were grouped only by soft filename similarity around a shared Vit test file. One is a setup/version-bump bot check PR; the other rewires comment-based CI and testing/notification flow. They do not look like the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are unrelated and should not be clustered as duplicates: one is a tiny setup/version-format bot check, the other is a broader workflow/test diff showcase. The only shared file is incidental.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 43488 is a setup/version-format check, while 43532 targets CI/workflow and testing utilities; they do not represent the same change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43532 is the broader, more representative PR in terms of scope and diff size, but it is not a duplicate of 43488; there is no true canonical PR here.", + "best_pr_reason": "43532 is the better representative only in the sense that it is the larger, more informative PR; however, it is not a good global representative for the cluster because the artifacts are not duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: 43488 is a setup/dependency/version-bump repo-bot test PR, while 43532 changes CI/workflow and testing/notification infrastructure. Shared test filenames are incidental, not evidence of the same fix." + "reason": "Reject: the PRs touch different code paths and purposes. 43488 changes setup.py/version/dependencies for a repo-bot check, while 43532 edits CI workflows, testing utilities, and tests. Shared test-file overlap is incidental, not the same underlying change." } ] }, @@ -20581,7 +20645,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20597,7 +20661,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "1adf3cb59fca54261e4fe4fc17f31562351b3099e6625d26351be29849ae21e6", + "prepared_review_unit_hash": "ca9e574c16cec23046f4e251c42d52ac3811b11e6bb5309d62fb516b136df412", "component_budget": { "node_count": 2, "item_count": 2, @@ -20619,18 +20683,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct pipeline-addition PRs in the same area: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and docs updates, but target different tasks and code paths.", - "confidence": 0.93, + "summary": "These are closely related pipeline-adding PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation, with different docs, pipeline modules, tests, and model integrations. They are not duplicates and should not be merged as one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43613 is the better representative because it is the broader, more complete pipeline addition and touches more of the segmentation stack end-to-end.", + "canonical_pr_reason": "PR #43613 is the better canonical PR only in the sense that it is the broader, more model-inclusive feature; however, it is not a duplicate of #43612 because it targets a different segmentation pipeline and different model family support.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43613 is the strongest standalone PR for the cluster since it covers the more extensive implementation and test surface, while 43612 is a separate task-specific addition.", + "best_pr_reason": "PR #43613 is the strongest standalone PR for the cluster because it covers the broader promptable visual segmentation feature and includes more integration points and tests. PR #43612 is a separate, narrower promptable concept segmentation pipeline.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different features (concept segmentation vs visual segmentation). Shared docs/registry/pipeline scaffolding is not enough to treat them as the same underlying change, and they would not plausibly be merged as one PR without conflating distinct tasks." + "reason": "Different underlying changes: one adds PromptableConceptSegmentationPipeline, the other adds PromptableVisualSegmentationPipeline. They touch different docs, pipeline modules, tests, and model support, so they are related but not the same code-path fix/change." } ] }, @@ -20644,7 +20708,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20660,7 +20724,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "545b0349d6683ec4ce92fd8e9f6317249df96df9237edbde6429b4b708a7c6a3", + "prepared_review_unit_hash": "9b3e9f41e8e175ed039ffc69dd7f8ba76467ec1bd2a881c3b4bdb83e0f510ef2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20682,18 +20746,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs only share trainer.py and a broad Trainer-extension theme; they fix different code paths and are not duplicates.", - "confidence": 0.95, + "summary": "Both PRs touch `trainer.py` and are about custom trainer extensibility, but they modify different code paths: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering. They are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a concrete core training_step behavior change; #43663 is a separate refactor for signature-based column filtering.", + "canonical_pr_reason": "No duplicate PR here; `#43651` is the more concrete training-step fix, but `#43663` is a separate refactor for column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more suitable standalone representative: it addresses a specific gradient-accumulation loss-scaling behavior, while #43663 tackles an unrelated Trainer helper for input column filtering.", + "best_pr_reason": "`#43651` is the better representative of the cluster because it is a self-contained behavioral fix in `training_step`; `#43663` addresses a different trainer override hook.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different concrete changes: one adds a loss-scaling hook in training_step, the other adds a signature-columns helper for dataset filtering. They do not fix the same underlying bug and would not plausibly merge into one PR." + "reason": "Different trainer behaviors: loss scaling vs. signature-column filtering. Shared file and custom-trainer theme are not enough to treat them as the same fix." } ] }, @@ -20707,7 +20771,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20723,12 +20787,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "34ad6987b87fd0254f5bbceec453da535c8ddbc6f243946942348adeabf7b1a2", + "prepared_review_unit_hash": "ec05e31342ec1f204772faee19fd33f07b800f844da7e0f6aa0059f54c3116e0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20736,7 +20800,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20745,32 +20809,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and address `NameError`-style typing/runtime issues, but they fix different problems: one changes annotation handling for imported model/tokenizer types, the other gates `TypeAdapter` behind `TYPE_CHECKING` for missing-pydantic runtime safety.", - "confidence": 0.91, + "summary": "Both PRs target the same import-time TypeAdapter NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style (`__future__`/typing cleanup vs `TYPE_CHECKING`-guarded import), not in the underlying code-path problem.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific, narrowly-scoped fix: it directly addresses the `TypeAdapter` runtime import/annotation problem and has a clearer concrete failure mode in the CLI.", + "canonical_pr_reason": "PR #43842 is the tighter, more targeted fix for the same CLI `TypeAdapter` NameError, with less unrelated typing churn than #43656.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it is tightly targeted, self-contained, and its issue title/description map cleanly to a single runtime bug.", + "best_pr_reason": "PR #43842 is the cleanest standalone representation of the underlying bug: it avoids importing `TypeAdapter` at runtime and directly addresses the optional-pydantic NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and same general area, but not the same underlying bug: 43656 fixes annotation/name resolution for model/processor types, while 43842 fixes `TypeAdapter` availability when `pydantic` is absent." + "accept": true, + "reason": "Same file and same concrete failure mode (`TypeAdapter` NameError during CLI serve import); the diffs are alternative implementations of the same fix rather than distinct changes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file and are explicitly about the same `TypeAdapter` CLI NameError, with different implementation approaches shown in the diffs. The pair also looks mergeable as alternative fixes for the same bug, so the soft-edge acceptance is reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20836,7 +20903,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20949,453 +21016,297 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "da58ac9034e48b3a9b18044f1ce08dda9617cb18601ab451b763d4e4b73764e1", + "prepared_review_unit_hash": "71bc40cec62cb0454aca0d468ce19b160b63b9582c3960181a5acb2f5e5753b8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs that all migrate output tracing to a standardized capture/decorator pattern. Only the GPT-J/GPT-Neo variants that touch the same concrete code path look duplicate-like; the rest are related theme-wise but not the same underlying change.", - "confidence": 0.81, + "summary": "Mostly independent per-model output-tracing refactors under the same umbrella issue. The only plausible duplicate-like overlap is the GPT-J/CodeGen line centered on 44722; the GPT-Neo pair and the rest are too model-specific to collapse into shared duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative: it is the clearest and most complete GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue and overlapping with the strongest duplicate candidates.", + "canonical_pr_reason": "Best anchor for the narrow GPT-J/CodeGen overlap: explicit #43979 linkage plus edits in both GPT-J and CodeGen files, making it the clearest representative of that small cluster.", "best_issue_reason": null, - "best_pr_reason": "44722 best represents the cluster because it is the most mature, issue-linked instance of the core output-tracing refactor and subsumes the narrower GPT-J-only variants.", + "best_pr_reason": "Most representative PR in the packet because it spans both GPT-J and CodeGen, carries the explicit issue link, and sits at the center of the only clearly related overlap.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different concrete code paths; same refactor theme is too broad." + "reason": "Different model families and code paths; same broad tracing theme, but not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; both are output-tracing cleanups, not the same bug/change." + "reason": "Distinct backbones; similar output-tracing refactor style only." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; one looks like a narrower/sibling variant of the other." + "accept": false, + "reason": "Same umbrella issue, but the file-level edits differ enough that this does not look like one mergeable PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are backbone-output refactors, but they target different model code paths and are not the same change." + "reason": "Different model code paths; same decorator migration theme but not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; shared standardization theme is not enough." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model-specific refactors." + "reason": "GPT-J/CodeGen vs EfficientNet; only the high-level tracing initiative matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations despite the same tracing pattern." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementation paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different forward paths; same decorator migration theme only." + "reason": "GPT-J/CodeGen vs MGP-STR; same umbrella pattern, different model code." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different concrete changes." + "reason": "GPT-J/CodeGen and MPT are different concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same file; the later PR looks like a direct follow-up/variant." + "accept": false, + "reason": "GPT-Neo output-tracing refactors, but the packet does not support treating these as the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are separate code paths, so this is only a thematic match." + "reason": "GPT-J/CodeGen vs GPT-Neo; similar topic, different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J; related refactor style but not the same underlying change." + "reason": "Different model families and files; not the same underlying bug/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." + "reason": "ResNet vs GPT-J/CodeGen; unrelated concrete implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and no shared concrete fix." + "reason": "ResNet and GPT-J are different code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; same refactor pattern only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; same output-tracing theme is too broad." + "reason": "Different model backbones; not a duplicate change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated concrete changes." + "reason": "ResNet and MPT are separate concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "Different models and different code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are not the same refactor target." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model-specific changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are distinct implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different models." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are different concrete implementations." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model changes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are distinct code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer/CVT-style output tracing and LongT5 are unrelated changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBert are different model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen do not fix the same code path." + "reason": "GPT-Neo vs Flaubert; same standardized-output theme, but different model code." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are separate model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are unrelated concrete changes." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and SegFormer are different backbones with different implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model families." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different implementations." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are different model families." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated changes." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBERT and VisualBert are different model-specific refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying change." }, { - "left": "pull_request:44010", + "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated code paths." + "reason": "MPT and GPT-J/CodeGen are distinct code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "VisualBert and LongT5 are different models." + "reason": "GPT-Neo vs GPT-J; same general tracing effort, but different model-specific refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MPT are unrelated concrete changes." + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model implementations." + "reason": "GPT-J vs MGP-STR; no shared code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are different code paths." + "reason": "ViLT and Flaubert/XLM are different model families." }, { - "left": "pull_request:44101", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model changes." + "reason": "Segformer and LongT5 are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different models." + "reason": "RegNet and Segformer are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated refactors." + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs Segformer; only the high-level refactor theme matches." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are different code paths." + "reason": "SqueezeBert and DeBERTa-v2 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated changes." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are distinct model implementations." + "reason": "DeBERTa-v2 and TextNet are separate model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the clearer superset of the earlier GPT-J work." + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping file-level changes; plausible duplicate implementations." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44722 subsumes the narrower GPT-J-only variant." + "reason": "Same GPT-J output-tracing code path and decorator migration; the PRs look like overlapping variants of one change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and different concrete refactors." + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different concrete code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet-style tracing and SpeechT5 are unrelated changes." + "reason": "FNet/CVT vs SpeechT5; not the same change." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + "reason": "DeBERTa-v2 and SpeechT5 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are unrelated model-specific changes." + "reason": "DeBERTa-v2 and ViLT are different concrete refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different implementations; same tracing theme is not enough." + "reason": "FocalNet and ImageGPT are distinct model-specific changes despite similar output-capture plumbing." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet evidence: these PRs are all model-specific output-tracing refactors, and the only strong duplicate-like pairs are the GPT-Neo/GPT-J variants that share the same concrete files/code paths. The accepted soft edges look conservative and mergeable as single bugfix PRs." + "accept": false, + "feedback": "The summary is a bit too strong for the packet. It overstates two duplicate subclusters: (1) the GPT-J/CodeGen set is not a full trio because 44066\u219444085 is marked false in the packet, even though both connect to 44722; and (2) the GPT-Neo pair 44018\u219444068 is also marked false in the packet. Those accepted soft edges look like overreach relative to the provided evidence. The rest of the false edges are conservative, but the positive cluster claims need to be toned down." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 38, + "component_count": 39, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21419,64 +21330,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "1cab684ab8d36d56c2b3872666d8180f13c72cd4874f4966c2e8e0e100386f76", + "prepared_review_unit_hash": "000bfa8be1162b6be794517cb9043f444ec15b52ec836a5375dde36e27135b83", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they affect different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "These PRs are all model-specific refactors to migrate output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they touch different architectures and code paths, so they are related by theme rather than duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44073 is the clearest representative of the shared migration pattern: it explicitly introduces capture_outputs/can_return_tuple and a model-specific _can_record_outputs mapping in a single, focused refactor.", + "canonical_pr_reason": "PR 44129 is the best canonical representative because it has the clearest explicit issue linkage (43979) and a concrete, self-contained SpeechT5 output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR anchor because it has an explicit issue target and a substantial SpeechT5 output-tracing refactor, giving the most context beyond the generic migration theme.", + "best_pr_reason": "PR 44129 is the strongest standalone representative for the cluster because it is explicit about the target problem and has the most complete change description among the set.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad output-tracing migration, but different model implementations and files (VisualBert vs TextNet); not the same underlying bug/change." + "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output code paths; not one mergeable duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are model-specific refactors for output capture, but they touch different model code paths (MPNet vs VisualBert) and are not mergeable as one PR." + "reason": "Both migrate output tracing, but they apply to different model implementations (MPNet vs VisualBert) and are not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared refactor theme only; MPNet and TextNet are separate model implementations with distinct changes, so this is not a duplicate." + "reason": "Different model-specific refactors with no shared code path; they only share the generalized output-tracing migration pattern." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; same general migration pattern is too broad to treat as one duplicate change." + "reason": "RegNet and SqueezeBert are unrelated model files; same broad subsystem, but not the same underlying bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and different refactor scopes (SqueezeBert vs SpeechT5); they share a migration style, not the same concrete fix." + "reason": "These are separate model migrations (SqueezeBert vs SpeechT5) and should not be merged just because both adopt standardized output capture." } ] }, @@ -21490,7 +21401,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21556,12 +21467,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a3be835f3c80ec8f175d2d740811ef44966538e7ca3af395a3927ab9d108a0d6", + "prepared_review_unit_hash": "b782142823a2550613e0935b86479d4d4e65bcd3c7f62cde48b814a96cbaf1ae", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -21569,7 +21480,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, + "serialized_chars": 40176, "estimated_input_tokens": 10044, "estimated_eval_tokens": 20344 }, @@ -21578,252 +21489,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a topical bucket of model-specific output-tracing refactors, not duplicate PRs. Each PR touches a different model family and usually a different file path, so the soft similarities are not enough to merge them.", - "confidence": 0.94, + "summary": "These PRs are mostly model-specific output-tracing refactors. They share a template and utility changes, but they do not fix the same underlying bug or change the same concrete code path, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors, not the same underlying change.", + "canonical_pr_reason": "No true duplicate PR exists here; if a single representative is needed, 44025 is the broadest example because it spans two related depth-anything variants.", "best_issue_reason": null, - "best_pr_reason": "44025 is the broadest representative of the theme because it spans two depth-anything files, but it still is not a duplicate of the other PRs.", + "best_pr_reason": "44025 is the clearest cluster representative: it covers two closely related model files and reflects the shared output-tracing refactor pattern.", "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 code path." + "reason": "Different model backbones and code paths; same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." + "reason": "Different multimodal models; only the output-tracing pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`); only a generic output-tracing similarity." + "reason": "Separate model implementations with no shared bug or mergeable code path." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations and files; not mergeable as one fix." + "reason": "Different architectures; this is only a similar tracing refactor." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`); same refactor pattern only." + "reason": "Unrelated model families; same utility pattern, not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `univnet`); no shared concrete bug/change." + "reason": "Different models and files; both refactor outputs but do not overlap semantically." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`); too broad to be duplicates." + "reason": "Same refactor style, but distinct model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both refactor output tracing but not the same code path." + "reason": "Different model families; no shared underlying bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`); not a duplicate change." + "reason": "Different encoder/decoder model wrappers; similar maintenance, not duplicate work." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); only thematic overlap." + "reason": "Separate wrappers and code paths; do not look like one fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not the same underlying fix." + "reason": "Different model domains and implementations; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; shared refactor style is insufficient." + "reason": "Distinct model-specific tracing changes, not the same bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `mamba`); not duplicates." + "reason": "Different model families and forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; both touch output handling but in unrelated implementations." + "reason": "No shared concrete code path; just analogous output-tracing cleanup." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`univnet` vs `upernet`); similar output-tracing cleanup only." + "reason": "Same high-level pattern, but separate models and changes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different models (`univnet` vs `mamba`); no shared concrete change." + "reason": "Different model code paths; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; not the same bug or mergeable fix." + "reason": "Separate model implementations with no common bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`upernet` vs `rwkv`); only a generic refactor overlap." + "reason": "Different architecture families; no evidence of one underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models (`upernet` vs `mamba`); not a duplicate PR pair." + "reason": "Different models and code paths; only superficially similar." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`mamba` vs `superpoint`); same tracing theme, different code paths." + "reason": "Mamba-related refactor vs. SuperPoint refactor; not the same change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`mamba` vs `codegen`); not the same underlying fix." + "reason": "Both are refactors, but they target different model internals and problems." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`); only broad similarity in output handling." + "reason": "Different models and forward implementations; same theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`univnet` vs `codegen`); no shared concrete change." + "reason": "Different model families and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`upernet` vs `codegen`); not duplicates." + "reason": "Unrelated model implementations; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `codegen`); same refactor pattern only." + "reason": "Similar output refactor theme, but separate model logic." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); not the same change." + "reason": "Related wrapper patterns, but different model families and files." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`); only thematic overlap." + "reason": "Same utility refactor style, not the same code-path fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`depth_anything` vs `superpoint`); not a duplicate bug/change." + "reason": "Different models and outputs; no common bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`depth_anything` vs `rwkv`); generic output-tracing similarity only." + "reason": "Different model families; this is only a similar tracing refactor." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`depth_anything` vs `dpr`); not the same code path." + "reason": "Separate model-specific changes with no shared underlying issue." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are separate model implementations and not the same underlying fix." + "reason": "Different wrappers and forward paths; not one mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no duplicate change." + "reason": "Vision vs. speech encoder-decoder wrappers; analogous, not duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `rwkv`); only shared refactor language." + "reason": "Different model code paths and artifacts." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `dpr`); not mergeable as one PR." + "reason": "Different models; only the output-tracing refactor pattern is shared." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); not the same fix." + "reason": "Distinct models and implementations; no shared concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `rwkv`); same theme only." + "reason": "Separate model families with unrelated internals." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `dpr`); no shared concrete bug/change." + "reason": "Different model-specific refactors, not the same bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`superpoint` vs `rwkv`); output-tracing similarity is too broad." + "reason": "Different model architectures and forward paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`superpoint` vs `dpr`); not duplicates." + "reason": "SuperPoint vs. DPR are unrelated changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`rwkv` vs `dpr`); only a common refactor pattern." + "reason": "Different model families and code paths; no duplicate evidence." } ] }, @@ -21837,7 +21748,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21853,12 +21764,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d90c43296149086e4d5412d0e8990aca5e943a271e60ce80fb9b2ef7915ad6e3", + "prepared_review_unit_hash": "73664c823c8e7c4ebd63832013921ee2caf6c33b2451dd082b0df56d263c21ad", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21866,7 +21777,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -21875,18 +21786,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs adding unrelated model integrations: PenguinVL and Voxtral TTS. They share boilerplate Transformers registration/docs files, but they address different models and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "The two PRs are both model-addition implementations, but they target different models and codepaths (PenguinVL vs Voxtral TTS), so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the cleaner representative of the cluster because it is a focused, issue-linked model addition with a narrower scope than the broader PenguinVL implementation in 44662.", + "canonical_pr_reason": "PR #44662 is the stronger standalone representative: it is a full implementation PR with substantial review activity and a larger, more mature codebase addition.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the better global representative: it has an explicit issue target and a self-contained feature addition, while 44662 is a separate model implementation with no duplicate relationship here.", + "best_pr_reason": "PR #45401 is more self-contained and traceable because it explicitly targets an issue, but it is draft and narrower; #44662 is the better overall representative of the cluster's implementation work.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model additions (PenguinVL vs Voxtral TTS). The overlap is only in shared Transformers scaffolding and docs/auto-registration, not the same underlying bug or mergeable change." + "reason": "Different models and different concrete features: PenguinVL implementation vs Voxtral TTS support. They share boilerplate auto-registration and docs patterns, but not the same underlying bug or change." } ] }, @@ -21900,7 +21811,159 @@ { "label": "pull_request", "component_index": 17, - "component_count": 38, + "component_count": 39, + "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-44958-7", + "nodes": [ + "pull_request:44958", + "pull_request:45415", + "pull_request:45425", + "pull_request:46635", + "pull_request:46647", + "pull_request:46648", + "pull_request:46649" + ], + "soft_pairs": [ + "pull_request:44958|pull_request:46647", + "pull_request:44958|pull_request:46635", + "pull_request:45415|pull_request:45425", + "pull_request:45415|pull_request:46647", + "pull_request:45415|pull_request:46648", + "pull_request:45415|pull_request:46649", + "pull_request:45415|pull_request:46635", + "pull_request:46635|pull_request:46649", + "pull_request:46635|pull_request:46647", + "pull_request:46635|pull_request:46648", + "pull_request:46647|pull_request:46648", + "pull_request:46647|pull_request:46649", + "pull_request:46648|pull_request:46649" + ], + "prepared_review_unit_hash": "7dc80deb006eacc0f2176d1f72e7799f510a5d2199110660541cd8fbcca9a83f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 13, + "serialized_chars": 19759, + "estimated_input_tokens": 4940, + "estimated_eval_tokens": 10136 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 13, + "serialized_chars": 19759, + "estimated_input_tokens": 4940, + "estimated_eval_tokens": 10136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous maintenance work: one import-fix PR, one broad typing sweep, one typing-helper PR, and several unrelated typo-only PRs. I don\u2019t see any true duplicate PRs; the shared similarity is mostly superficial (same subsystem or style of cleanup).", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the most central and substantial maintenance change in the set, touching shared typing infrastructure and several core files; if one PR must anchor the cluster, it is the best representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest global representative because it is the broadest, most cross-cutting change and has the most direct connection to the shared typing files seen across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44958", + "right": "pull_request:46635", + "accept": false, + "reason": "Different fixes: one is an import-guard change for PILImageResampling, the other is a one-line typo cleanup in generation configuration." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46647", + "accept": false, + "reason": "Both are small maintenance edits, but they fix unrelated files and problems; no shared concrete bug or code path." + }, + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking sweep while 45425 adds typing helpers and targeted model annotations; they are not the same change." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46647", + "accept": false, + "reason": "A broad typing sweep versus a typo-fix PR in rope/processing text; same general theme, but not the same underlying change." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46648", + "accept": false, + "reason": "The overlap is only in the broad typing/cleanup area; the actual edits target different files and fixes." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46649", + "accept": false, + "reason": "These are separate maintenance efforts with different concrete edits; shared subsystem alone is not enough to merge them." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46635", + "accept": false, + "reason": "A project-wide typing sweep and a one-line typo fix are unrelated changes." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46649", + "accept": false, + "reason": "Both are typo fixes, but they correct different strings in different files and are not one concrete bug fix." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46647", + "accept": false, + "reason": "Same cleanup style, but different typo targets and different code areas; not duplicates." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46648", + "accept": false, + "reason": "Different typo fixes in different files; they could coexist but are not the same underlying change." + }, + { + "left": "pull_request:46647", + "right": "pull_request:46648", + "accept": false, + "reason": "They overlap on some typo edits, but each PR also fixes different typos and file sets; not a single concrete bug/change." + }, + { + "left": "pull_request:46647", + "right": "pull_request:46649", + "accept": false, + "reason": "Shared typo-fix flavor, but the specific corrections differ and the PRs are not mergeable as one change." + }, + { + "left": "pull_request:46648", + "right": "pull_request:46649", + "accept": false, + "reason": "Both are typo-only maintenance PRs, but they fix different typos in different files; same style, not same bug." + } + ] + }, + "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": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21916,7 +21979,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "cee83bea6778e028e4fdc58098f695d15e5d382e1e98211c5fcc39e5369601e0", + "prepared_review_unit_hash": "e29e6c049753c43291f03ea3fce118fc8e2a738c855bade8ce89bb278f6695da", "component_budget": { "node_count": 2, "item_count": 2, @@ -21938,18 +22001,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad feature area level (fusion), but they target different implementations: one introduces a standalone Module Fusion API, while the other adds kernel-config-driven n-to-1 fusion across model loading/integration. They should not be deduplicated.", - "confidence": 0.94, + "summary": "These PRs are related but not duplicates: #44979 adds a general Module Fusion API, while #45363 builds a concrete n-to-1 kernel-fusion workflow on top of KernelConfig and integrations. They target different layers of the stack and would not be merged as one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete end-to-end fusion implementation, wiring `KernelConfig` through model loading and integrations; PR 44979 is a separate standalone API design for module fusion.", + "canonical_pr_reason": "#45363 is the stronger representative for the cluster because it is the more concrete, user-facing change and covers the applied kernel-fusion path built on top of the fusion infrastructure.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger representative to keep because it ships a specific user-facing fusion workflow and touches the relevant integration/code paths, whereas PR 44979 is a separate API proposal.", + "best_pr_reason": "#45363 is the best standalone PR in this cluster because it describes a specific end-to-end feature (KernelConfig-driven n-to-1 fusion) rather than only the underlying API scaffolding.", "soft_edge_verdicts": [ { - "left": "pull_request:44979", - "right": "pull_request:45363", + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", "accept": false, - "reason": "Different underlying changes: 44979 adds a new generic Module Fusion API and tests, while 45363 implements kernel-config-based n-to-1 fusion and example/integration plumbing. They are not the same concrete code-path fix and would not plausibly merge into one PR." + "reason": "Different scope and code paths: #44979 introduces a generic fusion API, while #45363 wires that idea into kernel fusion with `KernelConfig`, integrations, and an example. Related, but not the same underlying change." } ] }, @@ -21962,8 +22025,8 @@ }, { "label": "pull_request", - "component_index": 18, - "component_count": 38, + "component_index": 19, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21979,7 +22042,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c592b2d202a290b8d472ab971c1333e8cb7e24ac854baf59d7eb9ea0ce6074c1", + "prepared_review_unit_hash": "ffe95192a57138678e3a4f339c5a389e45d024126f69afa997bbe9028ceba535", "component_budget": { "node_count": 2, "item_count": 2, @@ -22001,18 +22064,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file; the second PR is a fuller version with test coverage, so they are duplicates for triage.", - "confidence": 0.97, + "summary": "Both pull requests target the same Mistral regex patch in the same file for the same issue; 45317 is the more complete duplicate because it includes test coverage in addition to the fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete implementation: it fixes the same AttributeError and includes an added test file, making it the better canonical PR.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same code fix as 45086 plus accompanying tests, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR candidate because it addresses the same concrete bug as 45086 but is more complete and better validated by tests.", + "best_pr_reason": "pull_request:45317 is the strongest standalone PR for this bug: same concrete fix, same target issue, and it adds validation coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying code-path bug in _patch_mistral_regex, same shared fix in tokenization_utils_tokenizers.py, and the second PR appears to be the same patch plus tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex on the same code path and same issue target; 45317 simply adds tests, so these are duplicate PRs that could be merged into one." } ] }, @@ -22025,8 +22088,8 @@ }, { "label": "pull_request", - "component_index": 19, - "component_count": 38, + "component_index": 20, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22046,52 +22109,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "2b59f73bdd16411d9a7c2eacffc40d2a99eb4193cff397a6a6aeb13aee6aaa51", + "prepared_review_unit_hash": "7617f38c34b80835559ae6b1702233cab67dcda591fd697415b72969b856eebb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13472, - "estimated_input_tokens": 3368, - "estimated_eval_tokens": 6992 + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: two PRs are about NemotronH architecture/refactoring, and two are about Nemotron ASR streaming. The overlaps are mostly broad model-family/docs/auto-registry similarity rather than the same underlying change, so none of the soft edges should be merged as duplicates.", - "confidence": 0.89, + "summary": "This cluster actually contains two separate themes: Nemotron-H architecture/refactor work and Nemotron ASR streaming work. The overlap is mostly broad subsystem/shared-infra similarity, not the same concrete change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole cluster; it splits into separate NemotronH and Nemotron ASR workstreams.", + "canonical_pr_reason": "No single PR cleanly represents the whole cluster, but 46565 is the best anchor for triage because it is the most complete and centrally connected to the ASR subgroup. The Nemotron-H PRs are a separate line of work.", "best_issue_reason": null, - "best_pr_reason": "PR 46565 is the strongest single representative of the ASR workstream because it is the broader Nemotron 3.5 ASR streaming integration, but it still does not match the NemotronH refactor PRs.", + "best_pr_reason": "46565 is the broadest and most recent PR in the largest coherent subgroup, with the strongest overlap to 46332. It is the best representative PR for cluster review, though not a duplicate of the Nemotron-H work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but one refactors inheritance/mapping while the other splits NemotronH into dense/sparse models and updates docs/model registration; not the same concrete change." + "reason": "Same model family, but not the same change: 45115 is a narrow conversion/inheritance refactor, while 45569 introduces the dense/sparse split and documentation/model wiring. Too broad to merge as one PR." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "They touch the same broad Nemotron/docs plumbing, but one is a NemotronH model-architecture refactor and the other is Nemotron ASR streaming; different code paths and merge targets." + "reason": "Different features and model families: Nemotron-H architecture refactor versus Nemotron ASR streaming. Shared auto/doc plumbing is not enough to treat them as the same underlying change." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are ASR-related, but they target different model generations (Nemotron ASR vs Nemotron 3.5 ASR) and appear to be separate implementations rather than one fix/change." + "reason": "Both are ASR-related, but they target different concrete model variants (Nemotron ASR vs Nemotron 3.5 ASR). The overlap is mostly shared infrastructure and docs, not one fix/change that should be merged into a single PR." } ] }, @@ -22104,8 +22167,8 @@ }, { "label": "pull_request", - "component_index": 20, - "component_count": 38, + "component_index": 21, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22121,7 +22184,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "299adda464b94b42d6b8c986048b616cfba7a71a0ecb1944224ef51f0b339585", + "prepared_review_unit_hash": "07126ee77d3a5b520f4209250940a609e9e08831b7dc24fce46bc1911b99e63d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22143,18 +22206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous model/config support, but they are not duplicates: one is the broader modeling/runtime implementation and the other is the config-layer groundwork. They could be part of the same feature area, but not the same concrete change.", + "summary": "These are related heterogeneous-modeling PRs, but they are not duplicates: one adds per-layer config infrastructure, the other adds model/cache/masking support that consumes it.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more implementation-complete heterogeneous support change, covering per-layer config usage in modeling/runtime code paths beyond config parsing.", + "canonical_pr_reason": "PR #45333 is the cleaner canonical representative because it introduces the foundational per-layer configuration API and helper plumbing; the larger PR #45332 depends on that groundwork and expands into modeling/runtime changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the main end-to-end heterogeneous model support work and is the more substantive integration point.", + "best_pr_reason": "PR #45333 is the best single PR to keep as the cluster representative since its scope is narrower and more self-contained, while #45332 is a broader follow-on that spans multiple code paths.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the heterogeneous feature theme and some files, but #45333 is config-only groundwork while #45332 adds broader modeling/cache/runtime behavior. They are related, not the same concrete fix/change, and would not naturally collapse into one PR." + "reason": "Related but not the same underlying change: #45333 implements heterogeneous config support, while #45332 implements heterogeneous model/runtime support using those configs. Shared files are supporting plumbing, not evidence of one mergeable PR for the same concrete fix." } ] }, @@ -22167,8 +22230,8 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 38, + "component_index": 22, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22184,40 +22247,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "67f3f8f93973a41fefc381f48730f936398408d7a8225549518d853386679389", + "prepared_review_unit_hash": "f53011b339c5e5bf5eafec27de267b3f5db4f7440cb4f187519dc913ccfc4474", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4948, - "estimated_input_tokens": 1237, - "estimated_eval_tokens": 2730 + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different cache-related fixes in different model families: PR 45513 targets Qwen3.5/Qwen3 Next/Olmo Hybrid multi-token cached forward behavior, while PR 46084 targets Mamba2 use_cache handling when seq_len > 1.", - "confidence": 0.96, + "summary": "These are different pull requests for different model families and different cache bugs: one fixes multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes use_cache behavior for Mamba2 when seq_len > 1. They are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the more self-contained representative: it has an explicit issue target (#46032) and a narrowly scoped fix for one concrete cache-path bug.", + "canonical_pr_reason": "PR #46084 is the cleaner representative: it has an explicit issue target, a narrowly scoped fix in one code path, and a focused test/update set.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the strongest standalone PR in the set because it is tightly scoped, explicitly tracked to an issue, and clearly describes the seq_len > 1 cache failure mode.", + "best_pr_reason": "PR #46084 is the best standalone PR candidate because it is tightly scoped to a single concrete bug (use_cache with seq_len > 1) and directly documents the intended fix.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Reject: they fix different bugs in different architectures/code paths. 45513 is about multi-token cached forward in Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while 46084 is about Mamba2 use_cache with seq_len > 1; they are not mergeable into one PR." + "reason": "Different underlying bugs in different architectures: Qwen3.5/GDN linear attention cached multi-token forward vs. Mamba2 use_cache with seq_len > 1. They are not plausibly one mergeable PR." } ] }, @@ -22230,8 +22293,8 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 38, + "component_index": 23, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22247,7 +22310,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3558d441c64bbf9ee02eb1bfc4be8caadf1fe5d571368da06c3662678443eff6", + "prepared_review_unit_hash": "826e245a044a3194d6ee38c8e3979b343ad6afeb2ef2aaa03bdd39dbf03743fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -22269,18 +22332,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (expert-parallel loading) but they fix different bugs in different code paths: one targets Accelerate/ZeRO-3 config serialization and EP detection, the other targets FSDP2/sharded parameter wrapping and rank-0 broadcast overwrites. Not a duplicate pair.", - "confidence": 0.87, + "summary": "Both PRs target expert-parallelism loading behavior, but they fix different concrete bugs: one is about DeepSpeed ZeRO-3 loading via accelerate launch, the other about FSDP2/rank-0 broadcast overwriting experts. They overlap in theme and one shared file, but are not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it fixes a concrete expert-parallel parameter-loading overwrite bug across multiple loading paths, with a clearer failure mode and broader code impact.", + "canonical_pr_reason": "No single canonical PR: the fixes diverge by backend and failure mode (ZeRO-3/accelerate launch vs FSDP2 broadcast overwrite).", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best single PR in this set since it addresses a more specific and reproducible runtime corruption issue in the distributed loading path.", + "best_pr_reason": "45662 is the stronger representative of the shared EP-loading theme because it contains the more substantial, multi-file fix for a specific overwrite bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both touch expert-parallel loading and share modeling_utils, but they address different concrete bugs: 45548 is about EP + DeepSpeed ZeRO-3 loading/config serialization, while 45662 is about FSDP2 post-shard wrapping and rank-0 broadcast overwriting experts. They would not plausibly be merged as one PR." + "reason": "Both are EP-related, but they address different underlying bugs and code paths: 45548 targets DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes FSDP2/rank-0 broadcast overwriting expert parameters. Shared subsystem alone is not enough to merge them." } ] }, @@ -22293,8 +22356,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 38, + "component_index": 24, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22310,12 +22373,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "88842cc4d900a585036dd76a6ee3728ec28444734b379410368300c2fe8525b2", + "prepared_review_unit_hash": "993fe4e7c8dcb3b12c7f2b8ad57a53f79b2eaa3fb6ffc266aecbaa4fdd4d15a2", "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 }, @@ -22323,7 +22386,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -22332,18 +22395,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs address the same xdist-related captured_info/debug-log collision problem in testing utilities, with one PR being a narrower subset of the other. PR 45645 is the more complete change because it covers the helper fix plus CI log collection updates.", - "confidence": 0.88, + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils, with 45645 extending the fix to CI artifact collection and related cleanup. PR 45645 looks like the broader, more complete superset of 45639.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it subsumes the core xdist-safe logging fix and additionally updates CI/workflow handling for multiple captured_info files, making it the broader and more complete change.", + "canonical_pr_reason": "PR 45645 is the better canonical choice because it subsumes the core xdist-safe captured_info fix in testing_utils and also updates CI/workflow handling so the new per-worker logs are actually collected and preserved.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall PR for this cluster because it addresses the underlying artifact-collision problem end-to-end, including the test helper and downstream CI consumers.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it targets the same underlying bug as 45639 but covers the end-to-end artifact handling, not just the local logging write path.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same xdist collision in captured_info/debug logging and touch the same testing utility path. PR 45639 is essentially the narrower code-only portion of the broader fix in PR 45645, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same captured_info/xdist collision problem in the same code path, and 45645 appears to be an expanded version of the same change rather than a separate fix." } ] }, @@ -22356,8 +22419,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 38, + "component_index": 25, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22376,52 +22439,52 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "aabc74c31506cd5d8bfb3eb233da96525df280fbea8dd876c6c24204ae3f628b", + "prepared_review_unit_hash": "9e14b7cdec10f5e8596a1a8c80a79fed838ad21f15882275de76b32d6f76933c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7522, - "estimated_input_tokens": 1881, - "estimated_eval_tokens": 4018 + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7522, - "estimated_input_tokens": 1881, - "estimated_eval_tokens": 4018 + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely related by the theme of adding attention-dispatch support. They target different model families and code paths, and the auto-mapping tweak is unrelated. No soft pair should be merged as a duplicate.", - "confidence": 0.86, + "summary": "45670 is a separate AutoModel registration nit. 46320 and 46401 are both attn_implementation dispatch PRs, but they target different model families and code paths, so they are not duplicates of each other.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46320 is the most focused and concrete change: it adds attn_implementation dispatch support for a single model family (RecurrentGemma) with matching tests. It is the clearest representative of the cluster\u2019s theme without the broader multi-model scope of PR 46401.", + "canonical_pr_reason": "Choose 46401 as the best representative PR: it is the broadest attn_implementation dispatch change in this set, covering multiple BLIP-family models with tests/docs. It is not a duplicate of the other PRs, though.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the best representative PR because it is narrowly scoped to one model implementation and one code path, making it the cleanest example of the underlying enhancement. PR 46401 is broader across several unrelated model families, and PR 45670 is a separate AutoModel registration nit.", + "best_pr_reason": "46401 is the strongest single representative of the cluster theme because it addresses the same general feature area across several related models; 46320 is narrower and 45670 is unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: 45670 only adds model registration entries in modeling_auto.py, while 46320 modifies RecurrentGemma attention dispatch behavior and tests. Same broad area, but not the same underlying bug or change." + "reason": "Different problems: 45670 adds an AutoModel mapping for glmasr/dia, while 46320 implements attention-dispatch support for RecurrentGemma." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "45670 is a small AutoModel mapping tweak; 46401 implements attn_implementation dispatch across BLIP-2/InstructBLIP variants. These are unrelated code paths and would not be merged as one PR." + "reason": "Different problems: 45670 is a model registry/nit change, while 46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP family models." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both are about attn_implementation support, but they affect different model families, files, and runtime paths. They are similar enhancements, not the same concrete fix, so they should remain separate." + "reason": "Same broad feature area, but different concrete code paths and model families; these could not plausibly be merged as one duplicate PR." } ] }, @@ -22434,8 +22497,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 38, + "component_index": 26, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22451,7 +22514,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "7625ee30cf85f32b2061c308dfeb7ad05ac384bc87c2d4abbb5278f10897ff7e", + "prepared_review_unit_hash": "39fbe6dfd6a9f339c39e2a5f408fa3a472bb95d09e877aec198ac7a96e2f1239", "component_budget": { "node_count": 2, "item_count": 2, @@ -22473,18 +22536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate open linter/chore PRs. PR 45720 adds `can_return_tuple` handling for many model forward methods (TRF003), while PR 46259 rewrites `_init_weights` logic across multiple models (TRF018). They overlap in some model files, but they target different code paths and are not the same change.", - "confidence": 0.96, + "summary": "These are both linter-rule implementation PRs in transformers, but they target different rules and different code paths: TRF003 for model forward signatures versus TRF018 for model weight initialization. They are related at a broad subsystem level, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45720 is the cleaner representative of the cluster: it has a focused, concrete fix shape (adding can_return_tuple / adjusting forward signatures) and a narrower scope than the broader multi-model TRF018 initialization rewrite.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the more concrete representative of the cluster because it implements a specific forward-signature behavior change, but it is still not a duplicate of PR 46259.", + "best_pr_reason": "PR #45720 is the best representative because it is more specific about the code-path change it makes and is easier to reason about as a standalone implementation PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different underlying behavior: return-tuple/forward signature handling vs weight initialization refactoring. Shared model files are incidental, not evidence of the same fix." + "reason": "Different lint rules and different mechanics: one changes forward return/signature handling, the other refactors _init_weights across many models. They are not the same bug or mergeable into one PR." } ] }, @@ -22497,8 +22560,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 38, + "component_index": 27, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22563,8 +22626,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 38, + "component_index": 28, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22580,12 +22643,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "29df14bf93584a738df5b63d37a50f4a4afaea1549fe75c718e164b91fd8877f", + "prepared_review_unit_hash": "638df4a4bd51aa833edb8e97abf6c74c62e33a955473b8852eda25a3227e340d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5082, + "serialized_chars": 5083, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22593,7 +22656,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5082, + "serialized_chars": 5083, "estimated_input_tokens": 1271, "estimated_eval_tokens": 2798 }, @@ -22602,18 +22665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: PR 45932 is a mixed CI/model change for Grafana/OTel and several model files, while PR 46100 is a ViT test migration adding/updating tests. They share only broad repo/test context, not the same underlying bug or change.", + "summary": "Two open PRs are present, but they do not look like the same change: one is a broad model/code adjustment PR with a CI secret tweak, while the other is a test migration adding a new ViT test file and related test updates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the broader, more substantive change set with actual implementation and workflow edits, so it is the better cluster anchor than the test-migration PR.", + "canonical_pr_reason": "PR #45932 is the better canonical PR because it contains substantive model/code edits across multiple files, whereas #46100 is primarily a test migration with new/updated test files.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the most representative and impactful PR in the set because it changes real code paths and CI wiring, whereas PR 46100 is mainly test migration/scaffolding.", + "best_pr_reason": "PR #45932 is the best representative of the cluster since it appears to address actual implementation behavior; #46100 is mostly test scaffolding and is less suitable as the primary duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these modify different things (CI/model code vs. ViT tests/migration) and do not appear to fix the same concrete problem; shared vision/test context is too broad for a duplicate merge." + "reason": "Reject: these PRs touch different kinds of work and do not appear to fix the same concrete code-path problem. #45932 changes model/config code and workflow secrets; #46100 migrates/adds tests. They would not plausibly be merged as one PR." } ] }, @@ -22626,8 +22689,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 38, + "component_index": 29, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22646,7 +22709,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "c2b99e5e7ca0c34eab618aba292c446a01742c2f7dd778ac6db83ee0ca48ccfa", + "prepared_review_unit_hash": "4d23de808b5bf69ef4d040528ef2ebbe3a995319963c3332138342c44746eba9", "component_budget": { "node_count": 3, "item_count": 3, @@ -22668,30 +22731,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar (attn_implementation / SDPA dispatch support) but target different model families and code paths, so they are not duplicates.", - "confidence": 0.93, + "summary": "All three PRs are about adding attention-implementation dispatch / SDPA support, but they target different model families and separate code paths, so they are related feature work rather than duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2/audio dispatch support are separate model-specific changes.", + "canonical_pr_reason": "No single PR is a true duplicate canonical here; if one representative is needed, PR 46154 is the clearest focused example of SDPA dispatch support with tests for one concrete model path.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest representative of the theme because it covers a broader set of related audio models and the same dispatch feature across them.", + "best_pr_reason": "PR 46154 is the best representative of the cluster because it is narrowly scoped, explicitly about SDPA dispatch, and includes test coverage, making it the cleanest exemplar of this change pattern.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same general feature area, but CTRL and T5 are different model implementations with different attention paths; not one mergeable change." + "reason": "CTRL and T5 are different model implementations with distinct forward paths; same general feature, but not the same underlying bug/change and not mergeable into one PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both add attention dispatch support, but for different model families (CTRL vs wav2vec2/audio stack) and distinct code paths." + "reason": "CTRL and wav2vec2/audio models use different code paths and files; this is shared SDPA support work across model families, not a duplicate fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both are SDPA dispatch work, but one is T5 and the other is wav2vec2/audio models; these are separate concrete changes, not a single duplicate PR." + "reason": "T5 and wav2vec2 are unrelated model families; both add attention dispatch support, but they do not fix the same concrete problem in the same code path." } ] }, @@ -22704,8 +22767,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 38, + "component_index": 30, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22721,7 +22784,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "0a51506041054299535ff9fdc034ec6f1768b8e493544b8596da91dc80d8af5b", + "prepared_review_unit_hash": "9f98feff2ff22bc1cb7241195c4c4290b776f634329b2f06a3b74c28a402d419", "component_budget": { "node_count": 2, "item_count": 2, @@ -22743,18 +22806,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-system PRs but not the same underlying change: one is a focused EP + trainer integration, the other is a broad distributed branch base spanning FSDP/tensor parallel/integration plumbing. Shared files reflect overlap in subsystem, not duplicate scope.", - "confidence": 0.91, + "summary": "These are not the same change set. PR #46126 is a focused EP/Trainer integration with RouterParallel changes, while PR #46269 is a broad distributed branch base touching many subsystems. The shared distributed filenames are not enough to treat them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "46269 is the broader umbrella change for the distributed branch base and covers foundational infrastructure across FSDP, tensor parallel, integrations, and model plumbing; 46126 is a narrower EP + trainer integration PR built on that area.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: it targets EP + Trainer integration and introduces concrete RouterParallel behavior. PR #46269 is a large umbrella branch with many distributed updates, so it is a poor canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "46269 is the best representative of the cluster because it is the larger, more foundational distributed infrastructure PR and subsumes the shared code area more broadly than the focused EP integration in 46126.", + "best_pr_reason": "PR #46126 is the best representative because it has a clear, narrow purpose and the overlapping files are directly tied to its feature. PR #46269 is too broad and looks like a base/integration branch rather than a single fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and likely different merge intent: 46126 targets EP/Trainer integration and a specific RouterParallel path, while 46269 is a broad distributed branch base touching many unrelated distributed components. Shared filenames alone are not enough to treat them as the same PR." + "reason": "Shared files are in the distributed stack, but the PRs do not appear to fix the same concrete bug or implement the same change. #46126 is a targeted EP/Trainer feature PR; #46269 is a broad distributed branch base with many unrelated modifications." } ] }, @@ -22767,8 +22830,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 38, + "component_index": 31, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22816,190 +22879,190 @@ "pull_request:46504|pull_request:46563", "pull_request:46432|pull_request:46563" ], - "prepared_review_unit_hash": "d4c13ec94544000f468186dd6fd221857322765e167aa638dc45c9e9d367fbc5", + "prepared_review_unit_hash": "7cf3e4ff89c417dae834efd87ef178ae9dd7b3d8901ad9650935a178ec535533", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23349, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 26, - "serialized_chars": 23349, - "estimated_input_tokens": 5838, - "estimated_eval_tokens": 11932 + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all workflow-maintenance changes, but they target different workflows and different concrete behaviors. Even the three pr-ci-security-gate.yml PRs are not duplicates: one adds security-check logic, one adjusts permissions/approval flow, and one only adds a note.", - "confidence": 0.97, + "summary": "Mostly unrelated workflow-chore PRs were grouped by title similarity. The only tight subcluster is the pr-ci-security-gate.yml edits, but those PRs make different changes (security checks vs permissions/approval gating vs comments), so I would not treat them as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the clearest substantive change in the only recurring subgroup (pr-ci-security-gate.yml), but it is still not a duplicate of the other PRs because they change different behaviors.", + "canonical_pr_reason": "pull_request:46554 is the most substantive and representative workflow-security change in the cluster; it adds the actual security checks, while the others are smaller or unrelated workflow tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative of the cluster\u2019s most concrete workflow-security work, even though the cluster does not contain a true duplicate PR set.", + "best_pr_reason": "pull_request:46554 is the best representative PR because it contains the concrete behavior change for the security gate and is more meaningful than the other single-file workflow maintenance PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and fixes: self-comment CI message piping vs PR CI security-gate logic." + "reason": "Different workflows and different fixes; one updates stdin handling for self-comment CI, the other hardens the PR CI security gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and purposes: self-comment CI update vs security-gate permissions/approval tweak." + "reason": "Unrelated workflows; no shared bug or change beyond both being YAML workflow edits." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows; self-comment CI update vs a PR CI security-gate note/comment change." + "reason": "Different workflows and purposes; comments about the security gate are not the same change as self-comment CI quoting." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: self-comment CI vs build-ci-docker-images trigger parsing." + "reason": "Both touch shell quoting in workflows, but they fix different scripts and different execution paths." }, { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows and subsystems: self-comment CI vs SSH runner hardening." + "reason": "Completely different workflow files and goals; no common underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and problems: SSH runner hardening vs benchmark dispatch behavior." + "reason": "Different workflows and unrelated behavior changes; one is SSH runner setup, the other benchmark trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows: SSH runner hardening vs anti-slop permission placement." + "reason": "Same broad CI area, but different workflows and unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows: SSH runner hardening vs assign-reviewers checkout ref fix." + "reason": "Different workflow and different behavior; not the same concrete issue." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and code paths: SSH runner hardening vs PR CI security-gate checks." + "reason": "Different workflows and different problems; no duplicate code-path." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and changes: SSH runner hardening vs PR CI security-gate permissions/approval flow." + "reason": "No shared underlying bug; only superficial workflow-chore similarity." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow YAML, but they change unrelated workflows and behaviors." + "reason": "Both are workflow tweaks, but they affect different jobs and different conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows: anti-slop permissions vs reviewer assignment checkout ref." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes: anti-slop permissions vs build-ci-docker-images shell quoting." + "reason": "Same general shell/YAML maintenance flavor, but different workflows and distinct changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and code paths: anti-slop permission placement vs PR CI security-gate logic." + "reason": "Different workflows and unrelated changes; not the same bug or PR." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows: reviewer assignment vs benchmark dispatch behavior." + "reason": "Different workflow behaviors; one changes checkout base ref, the other dispatch conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes: checkout ref selection vs build image trigger parsing." + "reason": "Distinct workflows and fixes; no same underlying problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems; assign-reviewers ref handling vs PR CI security-gate changes." + "reason": "Unrelated workflow files and different functionality." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and behaviors: benchmark trigger addition vs build-ci-docker-images command handling." + "reason": "One changes benchmark triggers, the other changes shell handling in a build workflow." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Different workflows and separate concerns." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows: build-ci-docker-images parsing fix vs PR CI security-gate hardening." + "reason": "Both are workflow changes, but they fix different scripts and different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and changes: build image trigger parsing vs security-gate permissions/approval flow." + "reason": "No shared bug; only the same high-level repository workflow area." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: file-change security checks vs permissions/approval gating; not one fix." + "reason": "Same file, but different changes: 46554 adds security checks, while 46558 changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but unrelated edits: security-check logic vs an explanatory note/comment." + "reason": "46563 is comment-only guidance, not the same change as the security-check logic in 46554." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but distinct changes: approval/permissions update vs comment-only documentation." + "reason": "Different edits to the same workflow file, but not the same concrete fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and subsystems: build-ci-docker-images parsing vs PR CI security-gate note." + "reason": "Unrelated workflow changes; no duplicate bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and subsystems: SSH runner hardening vs PR CI security-gate note." + "reason": "Different workflow and unrelated purpose." } ] }, @@ -23012,8 +23075,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 38, + "component_index": 32, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23029,7 +23092,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "28945ef9bf5552e9c85041d19e608b2b221cf3fe48a19b71c80e2926ba609571", + "prepared_review_unit_hash": "259f32dc9e24c4c2e2bca97d477c52edc7bc8fed58b36703f08f9f6c49014632", "component_budget": { "node_count": 2, "item_count": 2, @@ -23051,18 +23114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs aim to replace brittle file-open/source-reading logic with safer source introspection, but they fix different code paths: one in package import/resource handling, the other in attention-implementation detection. They are related thematically, not duplicates.", + "summary": "These two PRs are related by a shared pattern of replacing file-open source introspection, but they fix different code paths in different modules and are not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the stronger cluster anchor: it has a clearer, self-contained fix in `modeling_utils.py` with tests, and the code path is well-scoped.", + "canonical_pr_reason": "PR #46207 is the more concrete, self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes tests. PR #46152 is a separate refactor in import_utils.py for resolving package resources, so it is less representative of the cluster's main user-facing behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best overall representative because it addresses a concrete bug in a single helper and includes validation, whereas PR 46152 is a different source-reading refactor in another subsystem.", + "best_pr_reason": "PR #46207 is the stronger standalone candidate because it targets a specific bug-prone source-reading path and has accompanying tests, whereas #46152 is broader infrastructure work in a different file.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related only at the pattern level (avoiding `open()` for source access); they touch different modules and distinct behaviors, so they are not the same underlying change." + "reason": "Do not merge: they address different functions in different modules (_resolve_traversable in import_utils.py vs _can_set_attn_implementation in modeling_utils.py). The shared theme is only replacing open() for source inspection, not the same underlying bug or code path." } ] }, @@ -23075,8 +23138,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 38, + "component_index": 33, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23094,52 +23157,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "199b603782dab17664e23eddc41d6543958ad00feb582546b10be762cf9281eb", + "prepared_review_unit_hash": "53b65905e8aac336713937a04d1e34a14081b7230b0b37d854ebc8ad66c6a8ac", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5918, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5918, - "estimated_input_tokens": 1480, - "estimated_eval_tokens": 3216 + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are exact duplicates of the StaticLayer.get_seq_length type-hint fix in cache_utils.py; the third PR is a separate static-cache max-length behavior change in generation/utils.py and should not be merged with them.", + "summary": "Two PRs are near-duplicates fixing the same StaticLayer.get_seq_length type-hint change; the cache max-len PR is a separate generation bug and should not be grouped with them.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the best canonical representative for the type-hint fix: it has the same cache_utils.py patch as #46474, a clearer issue-linked title, and directly references the tracked bug (#45987).", + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earliest, directly targets issue #45987, and makes the exact StaticLayer.get_seq_length return-type update in src/transformers/cache_utils.py.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the strongest global representative because it matches the exact underlying code change, is explicitly tied to the issue, and is fully overlapping with #46474. The generation cache-length PR is a different fix.", + "best_pr_reason": "PR #46173 is the strongest overall representative for the cluster because it is the earliest and cleanest instance of the same concrete code change; PR #46474 is a later duplicate of the same type-hint fix, while PR #46436 addresses a different static-cache configuration bug.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "They both involve static cache, but the concrete changes are different: #46436 adjusts max static cache length handling in generation/utils.py, while #46474 only widens StaticLayer.get_seq_length's return type in cache_utils.py. Different code paths and not mergeable as one PR." + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils.py, while #46474 only adjusts the StaticLayer.get_seq_length type hint in cache_utils.py. They share no issue target or code path and would not plausibly merge into one PR." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "These are the same underlying change: both apply the identical cache_utils.py type-hint fix for StaticLayer.get_seq_length, with no meaningful scope difference beyond title and issue linkage." + "reason": "Same underlying change: both edit src/transformers/cache_utils.py to widen StaticLayer.get_seq_length to int | torch.Tensor and both target issue #45987. #46474 looks like a duplicate of #46173." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #46173 and #46474 carry the same cache_utils.py type-hint patch, while #46436 changes a different code path in generation/utils.py. The soft-edge verdicts are conservative and consistent with the evidence." + "feedback": "The summary is grounded in the packet: PR #46173 and PR #46474 make the same cache_utils.py type-hint change and share issue #45987, while PR #46436 touches generation/utils.py for a different cache-length configuration issue (#46424). The soft-edge verdicts are conservative and the mergeability judgment for the PR pair is well supported." }, "evaluator_used": true, "retried": false, @@ -23149,8 +23212,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 38, + "component_index": 34, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23166,7 +23229,7 @@ "soft_pairs": [ "pull_request:46236|pull_request:46621" ], - "prepared_review_unit_hash": "b2aaa4850b68a78823a047a3c911ba6707ce2d1d5e429d0b6c8c11c8d056d2e5", + "prepared_review_unit_hash": "9d3f0d70fb9c4b89cabc17a817edab5d35e330effac72155f3ee825216468dbe", "component_budget": { "node_count": 2, "item_count": 2, @@ -23188,18 +23251,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both documentation translations, but they target different languages and different content areas, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are unrelated documentation translation PRs: one adds a Bengali docs bundle, the other adds a Chinese kernels page. They do not look like the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46236 is the better canonical PR for the cluster because it is a larger, more substantial translation batch with an explicit issue link and broader documentation coverage.", + "canonical_pr_reason": "No clear duplicate canonical PR here; if forced to anchor the cluster, PR 46236 is the broader Bengali i18n bundle and has an explicit issue link, while 46621 is a separate zh kernels translation.", "best_issue_reason": null, - "best_pr_reason": "PR 46236 is the strongest representative artifact here: it has the broader scope, clearer tracking via an explicit issue target, and more cluster relevance than the small zh kernels translation.", + "best_pr_reason": "PR 46236 is the stronger representative only by scope and linkage, but it is not a duplicate of 46621.", "soft_edge_verdicts": [ { "left": "pull_request:46236", "right": "pull_request:46621", "accept": false, - "reason": "Reject: these are different i18n docs changes. 46236 adds Bengali translations for multiple pages, while 46621 adds a Chinese translation for a single kernels page; they do not fix the same underlying issue or change the same code path." + "reason": "Different languages and different content areas (Bengali docs bundle vs Chinese kernels page); not the same fix/change." } ] }, @@ -23212,8 +23275,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 38, + "component_index": 35, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23229,12 +23292,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "d3b17d4d8b9ab22ebf06e29a959071a533e97633a756d020a08d1940c40d9697", + "prepared_review_unit_hash": "87738cd0d4ff5b4194ec3aa820de066223266cff726c170243256877b4628d97", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23242,7 +23305,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23251,18 +23314,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Moonshine streaming sliding-window boundary bug (`-dist <= right_window_size` instead of `<`). PR 46546 is the broader, more complete change, adding a test and also applying the same fix to Gemma4, while 46310 is the Moonshine-only version.", - "confidence": 0.93, + "summary": "Both PRs fix the same off-by-one boundary in sliding-window masking, but PR 46546 also extends the change to Gemma4 and adds tests, so it is broader than PR 46310 rather than a clean duplicate. I would not collapse them as the same PR.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the more complete implementation: it includes the Moonshine fix, adds test coverage, and applies the same boundary correction in Gemma4 as well.", + "canonical_pr_reason": "PR 46546 is the stronger representative because it fixes the Moonshine boundary bug and also covers the same issue in Gemma4 with tests, making it the more complete patch set.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best representative because it covers the shared underlying bug more comprehensively and is closer to a merge-ready fix than the narrower Moonshine-only PR.", + "best_pr_reason": "PR 46546 is the best overall PR because it includes the Moonshine fix plus an additional model fix and test coverage; PR 46310 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", - "accept": true, - "reason": "Accept: both change the same code-path bug in Moonshine streaming sliding-window masking, with the same boundary fix in the shared function. 46546 is a superset that also adds tests and a parallel fix in Gemma4." + "accept": false, + "reason": "Same boundary pattern, but not the same concrete change set: 46546 also modifies Gemma4 and adds tests, so it is broader than 46310 and should not be treated as a duplicate PR." } ] }, @@ -23275,8 +23338,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 38, + "component_index": 36, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23292,12 +23355,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "f768564900bc7968467fb05c8759bc5d980e5b417f7a28c86d3f4842b2b88c64", + "prepared_review_unit_hash": "e715853421db7139d4edafdc8209a4fe0ce58bff842bd8a54ecb0518e4a78ff9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23305,7 +23368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5939, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23314,18 +23377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching internals, the other adds the HunYuan VL model package and docs/tests. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are unrelated pull requests: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model and its associated docs/tests. They share only a broad multimodal theme, not the same underlying code change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46417 is the better canonical representative because it is a complete, standalone model integration with clear scope and supporting docs/tests.", + "canonical_pr_reason": "No clear canonical PR for duplication purposes; if one must be selected, PR #46417 is the more self-contained and specific change, but it is not a duplicate of #46376.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the strongest representative overall: it is broader, more self-contained, and looks like a finished feature addition rather than a draft implementation change.", + "best_pr_reason": "PR #46417 is the best standalone PR in this set because it represents a concrete feature addition with focused model/config/processor work and accompanying tests, whereas #46376 is a draft infrastructure change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: continuous batching multimodal support vs. adding a new HunYuan VL model and related documentation/code. They do not fix the same bug or implement the same change." + "reason": "They address different problems: continuous batching multimodal support vs adding a specific HunYuan VL model. Shared multimodal context is too broad to treat as the same change, and they would not plausibly merge into one PR." } ] }, @@ -23338,8 +23401,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 38, + "component_index": 37, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23355,7 +23418,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "3a649d236a3b95bcbda5ff059a949050e1748d64433f941843e3181731d91220", + "prepared_review_unit_hash": "b89821189429bc17c4ddcd35ac75c61868305757a9ebded3589ee5aad7bad0dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -23377,18 +23440,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct Mistral PRs: one is a refactor that moves `MistralConverter` into the new `integrations/mistral/` package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap on files because both touch the same integration, but they do not look like the same underlying change.", - "confidence": 0.91, + "summary": "Two open Mistral PRs share package/test files but target different changes: one is a refactor moving MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save support. They are related, but not duplicates and should not be merged as the same PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better canonical representative because it is the broader, feature-focused Mistral tokenizer change and likely encompasses the main functional work in this cluster.", + "canonical_pr_reason": "PR #46604 is the broader, more user-facing change in the Mistral tokenizer path; #46603 is a narrower refactor/move of an existing converter and does not represent the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best PR to keep as the representative because it introduces the larger concrete behavior change (tekken tokenizer support), whereas #46603 is mainly a structural refactor.", + "best_pr_reason": "PR #46604 is the best representative of the cluster because it contains the substantive tokenizer functionality work, while #46603 is a supporting code organization change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different changes: #46603 only relocates Mistral converter code into a package, while #46604 adds tokenizer detection/conversion/save logic. They share subsystem/files but are not the same fix and would not naturally merge into one PR." + "reason": "They touch the same Mistral area and files, but the concrete changes differ: #46603 moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different code-path problems, so not duplicates." } ] }, @@ -23401,8 +23464,8 @@ }, { "label": "pull_request", - "component_index": 37, - "component_count": 38, + "component_index": 38, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23467,8 +23530,8 @@ }, { "label": "pull_request", - "component_index": 38, - "component_count": 38, + "component_index": 39, + "component_count": 39, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 55cad49055257eb302d88399d0ee16dd0ab60c21..4e67c699fa56ac119ecadadd6d99d34a064be690 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260615t060048z", + "analysis_id": "hybrid-model-20260615t120125z", "archived_artifacts": { - "hybrid": "snapshots/20260615T060048Z/analysis-runs/hybrid-model-20260615t060048z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260615T060048Z/analysis-runs/hybrid-model-20260615t060048z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-15T06:10:25Z", + "published_at": "2026-06-15T12:12:45Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260615T060048Z", + "snapshot_id": "20260615T120125Z", "variant": "hybrid" } diff --git a/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.json 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"shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46614-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46614.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46614, + "canonical_pr_number": 46616, + "issue_numbers": [ + 46614 + ], + "pr_numbers": [ + 46616, + 46638 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ 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"left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46562-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46562, + "issue_numbers": [], + "pr_numbers": [ + 46562, + 46658 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46562, + "right_pr_number": 46658, + "code_similarity": 0.127, + "size_similarity": 0.556, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.107, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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 + ] + ], + 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"duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46562-2", + "canonical_pr_number": 46562, + "duplicate_pr_numbers": [ + 46658 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46612-3", + "canonical_pr_number": 46639, + "duplicate_pr_numbers": [ + 46615 + ], + "target_issue_number": 46612, + "reason": "PRs in cluster-46612-3 are treated as duplicates because they converge on 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a/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..8545764d8c245cca9635643e7b4406916a59785e --- /dev/null +++ b/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23598 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260615T120125Z", + "generated_at": "2026-06-15T12:12:43Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + 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no shared code path." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes and model paths; not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index tensor mismatch is unrelated to video token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime paths; mask indexing vs TP MoE behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust_remote_code and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training resume/trust_remote_code are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failures; no shared Bert ZeRO-3 index-error path." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but different errors and model paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same Bert/DeepSpeed ZeRO-3 IndexError; titles differ only in model/pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/save-load mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error and LoRA output mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code config_class AttributeError are different issues." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures with different symptoms and code paths." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but one is CPU-offload incompatibility and the other is meta/to_empty memory initialization; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom trainer loss signature error are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific errors; no shared concrete fix." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different features and bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and failure modes; no shared code path." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig/vLLM issue and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4, but one is device-map mismatch and the other is expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility report; titles describe the same version-incompatibility bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 vs broken Nemotron example are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems; no shared fix." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3 NVFP4 runtime error and Qwen3.5 embedding unpacking issue are different." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Bert ZeRO-3 index error are similar-looking but distinct model paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed v5 references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and MPS histogram op unsupported are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime bugs with no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing issue and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well-supported by the issue titles and the strongest similarity signals, and the rejected pairs are phrased cautiously without overclaiming. The representative-issue choice is also defensible based on the close Bert/ZeRO-3 duplicate pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "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:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:44387|issue:45005" + ], + "prepared_review_unit_hash": "694e892dcb305b3764d5b95f0aa14c19ac8430c8ef62ef8d5282998c25a041ef", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative reading: this cluster is mostly heterogeneous. The only clearly supported duplicate pair is 45812 \u2194 45920, both describing the same v5 AutoTokenizer wrong-token-ID regression. The 45399 \u2194 46661 pair is only a loose similarity and should not be treated as a duplicate family; their titles point to different code paths and bugs.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest live report of the v5 AutoTokenizer wrong-token-ID regression, while 45812 is a narrower Granite-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the best representative issue for the cluster because it is the broad umbrella report for the one confirmed duplicate family and remains open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but for different models and different likely root causes." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version compatibility and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL load failure and distributed-off support breakage are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors under ZeRO-3, but on different models and flows." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute missing and Qwen3 auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-ish, but they concern different APIs and regressions." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU GPT-OSS support and table QA crashes are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and Qwen3-vl video StopIteration are unrelated code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but device mismatch and video token/feature mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device-mapping mismatch are different issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH loading and RAG docs drift are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and distributed-off support are separate problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella and 45812 is a specific Granite example." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no evidence of the same root cause." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation issues are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "They both mention sliding_window, but the model/config bugs are different." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but one is a mask-shape mismatch and the other is a ZeRO-3 Bert init failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test-loading issue and Ovis2 checkpoint corruption are different failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic breakage are unrelated version regressions." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert index error and torch/transformers compatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems: detokenization versus table QA pipeline crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading and config-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a crash and the other is a streaming inference API failure." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS histogram op unsupported for int are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram type error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different failures: tracing error versus autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 missing sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing errors, but one is a mask-shape mismatch and the other is a ZeRO-3 loading failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class failures are different code paths and different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig field breakage are separate config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues do not share the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice for 45920/45812 is well grounded, but the summary overstates the evidence by claiming a second true duplicate family around remote_code loading. In the packet, the only clearly supported duplicate pair is 45812 \u2194 45920; the 45399 \u2194 46661 pair is only soft-similarity and the titles point to different bugs. Because the cluster summary is not fully conservative, I can\u2019t accept it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "2321f5619cd8bc71602f0f49633e4fa19f3e5afc307aeb9f5cadb9eeab92e2b0", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. A few pairs share broad themes (validation, tokenizer regressions, remote-code/custom-module loading), but none are clearly the same underlying bug with enough specificity to merge as duplicates.", + "confidence": 0.47, + "canonical_issue_reason": "issue:45183 is the strongest umbrella-style issue in the set: it targets a concrete validation-path bug, is phrased broadly enough to cover related model-specific reports, and is more reusable as a triage anchor than the narrow, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45183 best fits global issue triage because it describes a clear framework-level bug affecting multiple models, making it the most likely duplicate target for related validation complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention indexing/shape failures, but one is a mask-vs-tensor mismatch and the other is about Qwen3.5 embedding unpacking with TRL; different code paths and symptoms." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/GPT-OSS/Mixtral-style models, but one is a torch-dynamo grouped_mm tracing crash and the other is a tensor-parallel-only failure; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "dtype mismatch under autocast is unrelated to a streaming chat/completions failure on Qwen3.5." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support for gpt-oss is a model-format support request, not the same issue as Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized constructor breakage; the other is a pydantic PretrainedConfig-field regression. Different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a pydantic model-field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage are different runtime errors with different causes." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a video-token/template mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code model breakage and torch/transformers incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3 zero-sized-index failure." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "A video-input regression across several Qwen VL models is not the same as a video-feature/video-token mismatch in a specific Qwen3.5 model." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text-embedding degradation and a Siglip2 pipeline/AutoModel nonsensical-output report are related at the model family level, but not clearly the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about AutoModel.from_config on composite multimodal configs; the other is an uninitialized-memory bug in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-rank error and Qwen3.5 embedding unpacking are different subsystems and different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same as TRL SFT embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-code loading/caching, but one is a leaf-directory cache collision and the other is loading the wrong module after save_pretrained; similar area, different bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are about different model families and different tied-weight behavior." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash and tied-weights issues do not share the same code-path problem." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading with quantization and tied weights in v5 are distinct concerns." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo about cache strategies are not the same change or bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights regressions." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both involve input-validation messaging, but the T5 decoder-specific report is not clearly the same underlying bug as the broader XOR validation issue." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and describe different round-trip/output failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls 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": 21, + "review_unit_index": 4, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:43828|issue:45823", + "issue:42491|issue:44368" + ], + "prepared_review_unit_hash": "9eebf8ad35bf2e7c30365aeb232de5ffe9679c4028f0c952739a6c49d6ca7978", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions across loading, tokenization, precision, and model-specific behavior. The only clear duplicate-like pair from titles alone is the non-persistent-buffer corruption report: issue:43950 and issue:44534 are very similar and likely refer to the same regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it gives the most concrete description of the non-persistent-buffer corruption regression, and issue:44534 is a very close textual match. Based on the available metadata, this is a likely duplicate pair rather than something that can be proven exactly identical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue overall: it names a specific v5 regression, has clear problem framing, and is the closest match to another report in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "The titles are nearly the same and point to the same concrete regression: v5 corrupting/filling non-persistent buffers. This is a likely duplicate pair." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is about a broken documentation example and the other is about poor text embeddings. Related area, different bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "One concerns missing fields from AutoConfig with trust_remote_code; the other concerns non-persistent buffer corruption. Same general release area, not the same issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "These are different failure modes and code paths: a custom compute_loss signature error versus a DeepSpeed ZeRO-3 model loading failure." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to the Qwen3.5 flash-attention crash caused by 3D position_ids handling." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params argument mismatch is a different problem from the Float8 storage lookup error." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is broad and multi-model while the other is a specific DeepSeek-Coder v1 output bug. Not enough to merge as duplicates." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "These both involve tokenization-related behavior changes, but the reported symptoms and scope are different enough that they should stay separate." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention non-persistent or materialized state, but 45902 is specifically about uninitialized reads in Qwen3_5MoeTextRotaryEmbedding after to_empty(cuda), which is a different concrete issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and degraded text embeddings are different SigLIP2 behavior reports." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer loading for Voxtral and a missing all_tied_weights_keys attribute on Molmo are separate model-specific bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "The flash-attention crash from 3D position_ids and the CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and increased CUDA reserved memory under int4 quantization are distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is about worse text embeddings and the other is an HF-vs-JAX implementation discrepancy. Related, not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized-memory reads are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and failure to load a specific model are not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek-Coder v1 and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error and early stopping metric handling are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic transformer loading noise and a specific tokenizer load failure do not look like the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "These are both memory/training-related, but one is about gradient checkpointing with LoRA and the other is about Qwen3 MoE memory usage. Too broad to merge." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and broad remote_code breakage are related themes, but not the same concrete regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different model-specific problems." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and bitsandbytes Int8Params incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "An MPS histogram op limitation in MoE and a Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-loading bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and a missing all_tied_weights_keys attribute on Molmo are not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions and Gemma4 PLE device mismatch are too different to treat as duplicates." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-name failure and a general remote_code regression are separate problems." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different failure modes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA model incompatibility across versions and a tie_word_embeddings warning are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the writeup overstates the evidence in a few places. In particular, the packet only gives titles/body lengths, so claims like \"strongest root-cause framing,\" \"same underlying bug,\" and \"near-exact duplicate\" are stronger than the available evidence supports. The 43950/44534 pair looks highly similar, but the reasoning should be phrased more conservatively (e.g. \"likely duplicate\" or \"very similar regression\") unless you can cite body text or explicit links." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515" + ], + "prepared_review_unit_hash": "c50d08d4c9bf3d5692788e3881927573c37770c79a3262d7b68bb300f671edd9", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it does contain a few clear duplicate subgroups: removed pipeline docs, mask-shape mismatch reports, the `_is_hf_initialized` / empty-weights loading incompatibility, Qwen3-family ZeRO-3 weight-loading failures, and a Qwen video regression in 5.3.0. The remaining pairs look only superficially similar or share a broad subsystem, not the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "No single issue cleanly represents the cluster; it splits into several unrelated duplicate subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the items are not one coherent bug cluster, so a single representative issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version-related tokenizer/model regressions, but they describe different failures and model-specific causes." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API area, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different regressions." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenization, but the affected model families and failure modes are different enough to keep separate." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs regression: summarization/translation pipeline tasks still referenced after removal." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch model construction, but one is from_config text_config unwrapping and the other is a remote-code config_class attribute error." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading / empty-weights construction." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different quantization/loading issues: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes Int8Params kwarg incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the concrete bugs are different (remote_code breakage vs missing config_class)." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The Whisper model load failure is too generic to prove it is the same bug as the specific fbank-feature helper issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is weight conversion/loading and the other is gradient averaging with GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not working with LoRA is a different issue from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but on different models and with different causes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are Qwen-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters, likely the same code-path bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated model families." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "One is a NaN training regression from position_ids/SDPA behavior; the other is an AttributeError in flash_attention handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index shape mismatch error, with the second issue appearing to be the same bug reported with different sizes." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are 5.3.0 Qwen video-input regressions hitting the same video-processing path." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer/model loading, but they are different models and the Voxtral error-message issue is not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures for NemotronH and Sam3Model." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init failure with BertModel is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position handling, but they affect different models and different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different problems." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert ZeRO-3 init failure is unrelated to the torch version incompatibility report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are supported by close title-level alignment, especially the exact/near-exact duplicates around the docs regression, mask-shape mismatch, and `_is_hf_initialized` loading issue. The cluster-level conclusion that this set is heterogeneous with a few duplicate subgroups is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "4bdc9b81ee6cde5140d5c82f9e8414f050c87431a3f2de9745aa233df6a73813", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose set of unrelated Transformers issues with a few true near-duplicates. The strongest duplicate pairs are the v5 custom-model init breakage, the non-persistent-buffer corruption regression, and the SigLIP2 bad-output reports; the rest are too model-/path-specific to merge.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43644 is the clearest broad report of the v5 non-persistent-buffer corruption regression and is the best duplicate target among the accepted issue pairs; 44534 is essentially the same bug with a later wording.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the most generally reusable issue in this set: it describes a concrete, cross-model v5 regression with a clear failure mode and is broad enough to absorb the duplicate report in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same broad Gemma4 area, but one is an FSDP2 KeyError in attention and the other is a device_map mismatch in PLE; different code paths and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: image preprocessor/model dtype mismatch versus a Qwen3-VL video StopIteration error." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but they affect different models and failure modes; no clear shared underlying code-path." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated functionality: GGUF gpt-oss support versus a Float8 storage deserialization/type error." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are loading-related, but one is a non-persistent buffer corruption regression and the other is a long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export of a specific Qwen2.5 VL class is a different issue from meta-device loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: Qwen3-MoE FP8 config failure versus meta-device loading breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Separate bugs in different subsystems/models; only a superficial similarity around MPS/runtime errors." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These read like the same Transformers v5 custom-model initialization regression, with 43645 being the notebook-specific presentation of the broader 43646 report." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures on different models; no evidence they share the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch version compatibility, but they concern different breakages and different torch releases." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-VL embedding/video issues; one is a StopIteration on video input, the other is an SFT trainer unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated bugs." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is not the same as a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure versus Gemma4 PLE device mismatch; different subsystems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors and different bug surfaces; no shared underlying change." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both target SigLIP2 base model bad outputs on the same checkpoint family; 43994 is the broader repro of the earlier zero-probability complaint." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Config validation regressions, but for different model families and likely different validation rules." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized behavior under v5 is unrelated to a long-input OCR index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both involve initialization or mapping, but one is DeepSpeed zero3/BertModel indexing and the other is add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero3/BertModel index error versus tokenizer mapping limitation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping constraint and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading bug versus mmap OOM on Strix Halo; different fixes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the second issue is a docs example with model/processor mismatch and quantization failure, not the same output-correction bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model stacks and different accelerated-loading failures; too far apart to merge." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are being filled/corrupted with junk during load." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3-MoE FP8 failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure is unrelated to mmap-related OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA qwen3_moe incompatibility on hf5.x and Gemma4 token-embedding resize behavior are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the evidence points to different models and not the same concrete regression." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is a dtype-loading regression for multimodal checkpoints, the other is stale config.dtype after from_config; related theme but different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays appropriately conservative on the soft-edge pairs. The accepted duplicates (43645/43646, 38175/43994, 43644/44534) are plausible from the titles, and the rejected pairs are mostly justified by different models, subsystems, or failure modes. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756" + ], + "prepared_review_unit_hash": "c98c98c88f710e6af00fdd7db2a166209c02015861297c104e4ff4591173672a", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, quantization, tokenizer, and training regressions. Only the Gemma4/T5Gemma resize_token_embeddings reports look like the same underlying bug family; the rest share broad subsystems but not the same concrete failure.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45276 is the strongest representative of the only plausible duplicate subcluster: it clearly describes a resize_token_embeddings propagation bug across model-specific embedding/output heads and is more detailed than the nearby T5Gemma report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best global representative because it is the clearest, most detailed report in the only likely duplicate pair; the rest of the cluster is too mixed to justify a broader canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation failures, but GLM5 and Qwen3.5 flash-attn problems are different code paths and symptoms." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is ZeRO-3 loading and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated models and failures; no shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is custom model initialization in notebooks." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is bad inference results; different issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD optimizer args being ignored are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is MoE training and the other is int4 quantization reserved-memory/OOM behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load-time failures; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the GLM-4.7 unit-test loading issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Both touch model shape/resize behavior, but LoRA hf4.x/hf5.x incompatibility is not the same as resize_token_embeddings propagation." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different root causes: LoRA compatibility vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ByteLevel/Metaspace override and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate model/framework bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both affect loading/saving, but extra_state handling and init_empty_weights _is_hf_initialized are distinct issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug across composite model embeddings/output heads; titles and symptoms align closely." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but one is a Qwen3.5 position_ids crash and the other is an s_aux=None AttributeError in a different integration path." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token placement bug, the other is a model loading failure; not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are different subsystems and fixes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading not working and int4 reserved-memory OOM are related only broadly, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and AudioFlamingo3 batched inference token leak are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying problems, but they affect different model classes and are not clearly the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference issues are unrelated to GLM5 loading." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite model internals, but one is Gemma4 FSDP2 shared_kv_states and the other is Qwen config unwrapping; different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 shared state and Qwen3_5Moe CPU offload incompatibility are different failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory growth and mmap OOM on Strix Halo are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only clearly supported duplicate pair is issue:45276 / issue:45335, and the summary correctly avoids claiming broader clustering evidence than the packet shows. The other soft-edge rejections are cautious and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "64a404fe7179b23d162f7f998a54bbeff5851b840df1e8f46064a2d470101b72", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37012, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: tokenizer regressions, custom-model loading issues, quantization/device mismatches, and training bugs are all mixed together. The only clear duplicate subcluster is the `resize_token_embeddings` / output-embedding propagation bug around 45292 and 45335, with 45276 as a nearby variant.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical anchor for the only clear duplicate subcluster because it describes the generic `resize_token_embeddings` \u2192 `output_embeddings` failure that also matches 45335 and overlaps 45276.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the most general, model-agnostic wording of the embedding-resize regression, so it is the best deduplication target for that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization/load failures, but they affect different models and likely different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Batched track leakage and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug vs. Gemma4 FSDP attention-state bug; different underlying issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA is not the same bug as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap OOM are different code paths and fixes." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and a broken example are related by model family, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation bug: both say resized embeddings do not update output embeddings, with 45276 adding a Gemma4-specific variant." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram/int error is unrelated to the Nemotron example issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video-input regression and Granite speech config loading are separate regressions." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is different from the RLHF NaN/SDPA fallback regression." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 save_pretrained regression are different problems." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 shared_kv_states/FSDP KeyError do not share the same failure mechanism." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation from save_pretrained is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are distinct tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same embedding-resize bug: both report that `resize_token_embeddings` fails to update downstream embedding/output weights." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init regression and extra_state save/load handling are separate bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency and ScandiBERT load failure are not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disabling mmap for OOM avoidance." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer slowdown and encode\u2192decode space stripping are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to generic tokenization changes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base-model-prefix loading breakage and notebook custom-model initialization are distinct loading regressions." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention linear_attention crash and non-template-node compilation error are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage-object lookup error is unrelated to compilation of non-template nodes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttention cache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask/tensor shape mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate subcluster is the resize_token_embeddings/output_embeddings family around 45292 and 45335, with 45276 as a nearby Gemma4-specific variant. The other soft-edge pairs are reasonably rejected as distinct issues based on their titles and descriptions, and nothing in the writeup overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:43425|issue:44918", + "issue:39404|issue:44912", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "df29edfaec3618d44c570c9121f13c2357d9f965f12447765244e9cc0236c28f", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose similarity cluster of mostly unrelated Transformers issues: tokenizer regressions, model-loading breaks, training/runtime incompatibilities, and a few docs mismatches. No soft pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43611 is the broadest umbrella bug here: a generic Transformers v5 model-loading regression; most others are narrower model/tokenizer-specific breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most suitable anchor for triage because it is broad, clearly regression-oriented, and representative of the cluster\u2019s v5 loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs/API mismatch in both, but one is about return_all_scores and the other about removed v5 pipeline task names; different change surfaces." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Generic torch incompatibility vs Qwen3.5 embedding unpacking; not the same code path." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 inference corruption vs ModelOutput key assignment bug; distinct failures." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer issues, but CamemBERT MLM predictions and EMBEDDIA tokenizer loading are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer method conflict and gguf_file loading breakage are separate tokenizer load paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "save/from_pretrained quantization persistence vs continue_final_message for mistral_common tokenizers are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load bug and AutoModelForCausalLM config unwrapping are different serialization/loading problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5 regression and the other is a shape-mismatch load error; not clearly the same fix." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Reproduction of issue 38071 is not the same as the mistral_common continue_final_message regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer families and different failures: EMBEDDIA loading vs Mistral regex patching." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated performance issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Checkpoint serialization bug vs video-input regression for Qwen VL models; different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral tokenizer backend patching are distinct tokenizer problems." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a different issue from DeepSeek-Coder tokenizer output drift." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but on different models and likely different tokenizer/config paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are separate mechanisms." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated Mistral-family bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions do not share a concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility are different device-handling bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType error is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch and template compilation TypeError are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-architecture regressions." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name edge case and compiled flex_attention failure are separate issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different runtime problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache invalid group type crashes." + } + ] + }, + "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": 21, + "review_unit_index": 10, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:44464|issue:45987", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43994|issue:44610", + "issue:28530|issue:34567", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44265|issue:44610", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "3e12e64329e84ffedf73a9cb201fa10c849ffc753cbd2b7305b1295750b7316f", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38066, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only plausible near-duplicate theme is the Transformers v5 buffer/init regression around 43644, but the custom-model-init complaints are not evidenced well enough to merge with it, so I would not accept the soft similarity edges here.", + "confidence": 0.82, + "canonical_issue_reason": "43644 is the clearest and most concrete report in the cluster: it directly describes the non-persistent-buffer regression in Transformers v5. The other Transformer v5 initialization reports are related in wording but still look like distinct failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best standalone representative because it names a specific regression, has the broadest duplicate-worthy wording, and is the most likely anchor for the buffer-related bug class in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different bugs: perplexity/model behavior on one side, tokenizer backend post-processor refresh on the other." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are runtime/compilation failures, but they point to different code paths and different concrete errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but the affected models and failure modes are not shown to be the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and different failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated issues: token-count tracking vs multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue vs backend-mapping validation error; not the same underlying problem." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "The titles overlap around Transformers v5 initialization, but one is about junk-filled non-persistent buffers and the other is a broader custom-model-initialization complaint; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but the failure modes are different and not clearly the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio feature extraction area, but the reported crashes differ and there is no concrete shared code-path evidence." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata vs a specific model loading failure; different issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different modalities and failures: multimodal finetuning with multiple images vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF/loading related, but the reports describe different concrete regressions and models." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer API conflict vs Jupyter/custom-model initialization regression; different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading failure vs GGUF loading failure; not the same issue." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different invalid-method/compile failures in different model code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Version-related loading failures, but for different models and without evidence of the same root cause." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting vs MIMI batch/single padding-mask mismatch; unrelated bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading vs tokenizer chat-message handling; different regressions." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency is a different bug from StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: FP8/model setup vs template-node compilation." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys vs tokenizer loading failure for a specific model; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs a specific Mistral regex patch crash." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is a different regression from junk-filled non-persistent buffers." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight bug in one model class vs inconsistent lm_head serialization; related theme, but not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC.from_latents/STE mismatch; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-family bugs: output_hidden_states behavior vs rope-index scaling for still images." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs from a specific image model vs processor/model input-size mismatch; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs token-count tracking; unrelated training bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures: specific model cannot load vs Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading regression vs Mistral regex patch crash; different issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8/Qwen3Moe failure vs init_empty_weights unexpected-argument error; different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault while loading Llava Next vs video-input ValueError in Qwen3OmniMoe; different models and failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the pairwise rejections are conservative and grounded in the titles. The main issue is the accepted 43646 \u2194 44534 pair: the packet only shows high textual similarity, but not enough evidence that \"Transformers 5.0.0 breaks custom model initialization\" is the same bug as \"fills non-persistent buffers with junk.\" That acceptance overstates the packet, so I\u2019d reject this cluster evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:36032|issue:41720", + "issue:44220|issue:44683", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:43317|issue:43856" + ], + "prepared_review_unit_hash": "bc7e1969680cef7340c3e1afb48c5c22314c65b8794bccce476df5e695bfcaa7", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The Qwen3.5 save_pretrained items are related in theme, but the packet only supports a soft similarity, not a confirmed duplicate/same code-path match, so that edge should stay rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45216 is the best canonical issue candidate because it is the earlier, clearer report about Qwen3.5 `save_pretrained` checkpoint corruption/regression. It should be treated as the representative issue for that theme, but not as a confirmed duplicate of issue:45357.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest single issue to keep as the representative of the Qwen3.5 `save_pretrained` regression theme, with the cleanest problem statement and earliest report in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance-related wording only; one is generation overhead, the other is a StaticCache return-type issue. Different bugs and code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict vs model-loading key error. No same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both touch FP8/v5-era errors, but the failure modes and affected paths are different." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen-VL area, but broad video regression vs a specific rope-index scaling bug; not the same change or bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Close thematic overlap around Qwen3.5 save_pretrained, but the packet marks this as soft similarity only and the reports differ in symptom/version framing; not enough to treat as the same bug/code path." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs GraniteSpeech config loading strictness." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer regression vs tokenizer slowdown. Same subsystem, different defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 auto device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction bug vs compiled flex_attention failure on newer torch; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs loading noise regression; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `base_model_prefix` loading vs non-persistent buffers filled with junk." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding-window issue; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL-family issues, but multi-image finetuning failure is not the same as still-image temporal position scaling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression vs mmap/OOM on Strix Halo; different symptoms and causes." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions in different models with different behavior changes; not mergeable as one bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs checkpoint loading with PEFT adapters; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General model-loading noise vs a specific tokenizer-loading regression." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are training-related and VL-adjacent, but multi-GPU training is not the same bug as multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs missing `supports_gradient_checkpointing` flag; different issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 `shared_kv_states` KeyError; different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are Transformers v5 loading issues, but the concrete error mechanisms differ." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity problem on GPT-OSS vs Whisper `batch_decode` special-token handling; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: initialization flag breakage vs non-persistent buffer corruption." + }, + { + "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:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures for different model families; no shared bug." + }, + { + "left": "issue:43421", + "right": "issue:45538", + "accept": false, + "reason": "Runtime post-processor update bug vs `model_max_length` constant behavior; not the same defect." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "No shared underlying bug: GGUF loading failure vs CLIPTokenizer max-length issue." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized-model offload loading failure vs Qwen3 MoE training memory inefficiency; different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the Qwen3.5 checkpoint pair. In the packet, issue:45216 and issue:45357 are only soft-similar and the pair is explicitly marked deterministic_accept=false, so calling them the same bug / same code path / closest accepted duplicate is too strong. Because the only true soft-edge verdict contradicts the packet\u2019s label, I can\u2019t accept this cluster evaluation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:43818|issue:46402", + "issue:43377|issue:45491", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43632|issue:45072", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "6a440cdf8c62218a3a93f5ac4ef201de06fec711fd091ca4cbb4d492dd9d6ecd", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. `issue:43644` remains the best anchor for the non-persistent-buffer regression family, but the soft edges are too speculative overall: `44829` vs `45479` are different classification bugs, and `45325` vs `45381` are related Qwen2.5-VL regressions but not a conservative duplicate merge.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:43644` is the cleanest canonical issue anchor: it is a narrow, well-defined v5 regression with a near-exact duplicate signal in `issue:44534`, unlike the broader and less certain pairs in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43644` is the strongest issue candidate because it is specific, self-contained, and tied to a clear duplicate family; the other issues are more model-specific, broader, or only superficially similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error messaging and AppleSilicon allocator TypeError are different bugs and different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend availability, but they describe different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `init_empty_weights` / `_is_hf_initialized` loading error." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate regressions." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "These are different classification bugs: one is flash_attention_3 causing degenerate training, the other is `num_labels=1` zero-loss behavior across models." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is ignoring `tokenizer.json` while the other is wrong Granite token IDs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch tokenizer crash are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA vision-tower/temporal-attention bug and Sam3Model text-encoder weight loading are different problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and likely different root causes: MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issue and Qwen3.5 save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 breakages, but `base_model_prefix` loading and custom model initialization are not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` / `torch_compilable_check` failures are unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend omission and PaddleOCR-VL loading failure are different issues." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to the Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video-input `vision_position_ids`; related, but not a conservative duplicate." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SIGLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different vision-model bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and meta-device loading breakage are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight-tying failure and device-dependent `lm_head.weight` serialization are distinct issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index regression and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5 GGUF loading under v5 are different model-loading bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` regression and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video `vision_position_ids` are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during loading is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offload behavior and tokenization changes across versions are different issues." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch/transformers incompatibility are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and `torch.export` / `torch_compilable_check` failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall anchor choice is mostly grounded, but the output overstates duplicate evidence on at least two soft pairs. `issue:44829` vs `issue:45479` look like different bugs from the packet titles: one is about `flash_attention_3` causing degenerate training, the other is about `problem_type=\"single_label_classification\"` with `num_labels=1` causing zero loss across models. `issue:45325` vs `issue:45381` are both Qwen2.5-VL position-id regressions, but one is about still-image temporal scaling and the other about video-input `vision_position_ids`; that is only plausible similarity, not a conservative duplicate verdict. Because the review should reject overconfident soft-edge merges, this cluster should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:42796|issue:44977", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43322|issue:46050", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "b585ce881e5ecfec19f33d5ab0407334bc1427cd88c4675133b5b0afb37e81cc", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed bug reports. The soft edges are only superficial topic matches (tokenizers, loading, offload, device_map, etc.) and do not look like the same underlying bug or mergeable PR change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both involve audio / loading behavior, but one is a processor chat-template sampling-rate default and the other is PEFT checkpoint loading for GraniteSpeech. Different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: high perplexity on a language-model benchmark vs Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset handling and progressive generation with inputs_embeds/past_key_values are different bugs in different subsystems." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation/past_key_values mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they affect different models and likely different failure causes; too broad to be the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying / garbage generation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different audio models and different issues: CPU-offload device mismatch vs DAC latent reconstruction mismatch without STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are different scenarios and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map/dispatch, but one is a Qwen3 cuda assert on A800 and the other is Gemma4 PLE forward device mismatch; not the same concrete bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window masking off-by-one is unrelated to tokenizer convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor size mismatch are different bugs in different components." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer and the other is wrong token IDs across multiple tokenizers; not the same code path." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/generation corruption is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is a specific device_map=auto dequantized-model load failure and the other is a broader offloading regression; too generic to merge as one bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different model-loading bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly on a benchmark is unrelated to gradient-checkpointing ineffectiveness with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq save/load breakage are different failure modes and models." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading regression and non-persistent buffer junk initialization are not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx config regression is unrelated to from_config failing to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both can fail during model loading, but one is a Qwen3 device-map assert and the other is a Llava Next segfault; not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image-processor label reduction bug is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization and apex FusedRMSNorm memory leak are different memory issues with different causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family generation/loading bugs, but cuda assert under auto device mapping is not the same as flash-attention generation failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading failures for different repos; no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 14, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:36331|issue:42617", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:26413|issue:28530", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:44008|issue:45823", + "issue:44186|issue:44610", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "95cb06ff7b9974e3caf2b1e630e5f1535be1b5f695d6eb4959692105b90ccfc1", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36796, + "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 heterogeneous: training-loop bugs, tokenizer regressions, model-loading/offload failures, multimodal processor issues, and save/pretrained serialization problems. None of the soft pairs look like true duplicates or the same concrete fix target.", + "confidence": 0.92, + "canonical_issue_reason": "No single true duplicate anchor stands out; issue 45701 is the broadest and most cross-referenced report, centered on a version-wide tokenization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best umbrella representative for this cluster because it is general, externally referenced, and closest to the recurring tokenizer/version-regression theme seen in a few nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature bug vs inability to run a parallel training script; different failures and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving model state, but one is tied lm_head serialization and the other is incorrect visual encoder keys for Qwen3.5; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs Qwen3Moe FP8 config failure; unrelated trainer API vs quantization issue." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early stopping metric resolution." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for one model family vs tokenizer loading failure for another; too different to be the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenizer version-regression; different subsystem and failure mode." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on a model/eval setup is not the same concrete issue as a tokenizer behavior change." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different Sam3 problems: dummy Conv2d in the pixel decoder vs missing text encoder weights." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload not working vs disabling mmap to avoid OOM; related only at a high level." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs a 3d_parallel.py runtime problem; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA bug for Bamba vs packed-weight unpacking during accelerate loading for BitNet; different concrete code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype handling in Blip2 loading vs max_steps miscalculation on resume; unrelated trainer/model-loading bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model save/load integrity, but Mistral3 tied weights and Qwen3.5 visual encoder keys are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/compile/offload failures for different models and mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as a broad tokenization-change report; the affected API surface is different." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward vs Gemma4 PLE device mismatch; separate model-family bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on layout/NER inputs vs processor image-size mismatch; different components and fixes." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "One is an OmDet processor resizing bug, the other a Perceiver interpolation failure; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure vs dequantized model offload/load failure; both loading-related but not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in multimodal inference, but the observed attribute errors and processor objects differ." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel execution problem." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code vs read-only permission propagation during save_pretrained; distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed-training problems on different model families; too broad to merge." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization/config load failure is unrelated to kernels package import/version requirements." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs missing pad_token_idx in StableLmConfig; different config bugs." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; unrelated trainer concerns." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression vs Qwen3.5 recurrent-state caching bug; different model logic." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API incompatibility vs multimodal multi-GPU training; not a duplicate." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two different tokenizer AttributeErrors on different tokenizers and tasks; similar symptom only." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config issue vs Llava Next load segfault; different model/load paths and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43316", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:43540|issue:43782", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:44987|issue:45042" + ], + "prepared_review_unit_hash": "d26857f14963bc2197cc2f45eb492bf83fc23aada4c0ef153300f696ae2dae1f", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36052, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; most soft links are topical similarities rather than true duplicates. The only repeated pattern is broad transformer/model-loading/config regressions, but the concrete bugs differ across code paths and models.", + "confidence": 0.21, + "canonical_issue_reason": "No single issue is a strong canonical for this mixed cluster; if one representative is needed, issue 45759 is the broadest config-handling bug affecting composite Qwen multimodal models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45759 is the best available anchor because it is the most cross-cutting and least model-specific among the set, but it still does not unify the cluster into one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/serialization complaints, but they affect different configs and failure modes; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and image processor segmentation handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video-input processing error and the other is a from_pretrained weight_only load error." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP bus error on macOS and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload OOM and T5 RMSNorm memory leak are distinct problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice preset handling are different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same underlying issue." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 tokenizer attribute conflict are separate tokenizer bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory regression and version-dependent tokenization changes do not match." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "These are both docs-related, but one is a typo and the other is stale pipeline-task documentation." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels; SAM3 text/box behavior is a different multimodal bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech local-checkpoint loading are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and unwrapping text_config for composite Qwen configs are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-path helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Offload device mismatch and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failures are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping target unrelated models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Saving incorrect visual encoder keys and loading Sam3Model text encoder weights are different multimodal save/load issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "These are separate load failures for different models and likely different root causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-family issues, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation and degenerate zero-loss classification are both classification-related, but they are different concrete bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution failure and bfloat16 dtype mismatch are different runtime problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A Qwen3.5 LoRA warning about tie_word_embeddings and incorrect visual-encoder key saving are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading for physical-intelligence/fast and PIL backend requiring torchvision 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": 21, + "review_unit_index": 16, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:42886|issue:44843", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45759|issue:45923", + "issue:39692|issue:43873", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43720|issue:43819", + "issue:45356|issue:45907", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43618|issue:43697", + "issue:44062|issue:44488" + ], + "prepared_review_unit_hash": "d1bd1c6ec11f8bbef9483c8b2250019770e9b0a7cedce0b53e287bdc3c3e0ae3", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated Transformers bug reports across tokenizers, multimodal processors, quantization, and training. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash pair (44514/44545).", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the better canonical report: it is earlier, more detailed, and issue:44545 appears to be the same batched-input/padding=False crash with a near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue candidate overall because it cleanly represents the only true duplicate pair in the cluster and has the most detailed problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different failures: gradient checkpointing in eval mode vs a ZeRO-3 training gradient growth issue." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 doc/example mismatch vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same concrete failure: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both tokenizer/config related, but different code paths: runtime post-processor update vs save/load custom token IDs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer issues: unpacking Qwen3.5 embeddings in SFT vs evaluate() failing after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5 apex RMSNorm memory leak vs a missing gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different subsystems and symptoms: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different load/save issues: PEFT adapters failing from local checkpoints vs sinq quantized model reload broken." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No overlap in concrete bug: eval-mode gradient checkpointing vs T5 RMSNorm leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different models and failures: Qwen3-MoE sliding_window vs custom models in Jupyter notebooks on Transformers 5.0.0." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but the concrete bugs differ and the titles point to different failure points." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2Mixer cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch token special handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different issues: composite Qwen config unwrapping vs missing gradient_checkpointing support." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different topics: SigLIP2 docs/model mismatch vs quantization offloading behavior." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both VL-related, but one is weight_only loading and the other is video vision_position_ids correctness." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs: PEFT local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: post-processor refresh at runtime vs LayoutLMv2 batching/NER crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation maps vs a GenerationMixin import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer-regex area, but not clearly the same underlying bug; one is a crash, the other a codec/regression/warning issue." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: unpacking packed BitNet weights vs DAC STE mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different bug classes: tokenizer regex/codec regression vs list_repo_files revision forwarding." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: BigBird special-token registration vs BitNet packed-weight loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated runtime errors: deepspeed/zero3 BertModel index issue vs audio fbank feature extraction." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and different failure points." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model/dtype/compile problems: Bamba-9B-v2 SDPA torch.compile vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No overlap: compile/SDPA failure vs save/load custom token IDs causing generation IndexError." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions: CLIPOutput attentions field removal vs RTDetrV2 output differences." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer problems: AddedToken argument collision vs failing to load a specific model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:44514 / issue:44545, and the other soft-edge rejections are consistent with the titles and bodies in the packet. I don\u2019t see any overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 17, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46512" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:30064|issue:36331", + "issue:43540|issue:44008", + "issue:41720|issue:44991", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:43322|issue:45685", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "4c07532d146920014a1babec6eef377641350a8254407d08abaa210565dee58c", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a false positive: the items span unrelated models, processors, loading paths, training utilities, and docs regressions. None of the soft pairs look like the same underlying bug/change, so I would reject all soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43950 is the strongest representative because it describes a broad, self-contained core loading regression with clear impact. That said, the set is too heterogeneous to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best standalone triage candidate: it is a concrete transformers regression, affects a core API (`from_pretrained`), and is easier to route/fix than the more specialized or doc-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failures: audio feature extraction vs add-new-model script/model-mapping logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and code paths: LayoutLMv2 tokenizer crash vs Perceiver image classification positional-encoding issue." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent/STE mismatch; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from remote code and the other is strict config rejection for granite_speech; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer selection are distinct model setup bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss API mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input parsing in Qwen3OmniMoe and Gemma3n forward variable collision are different code paths and error causes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device-mapping cuda assert on Qwen3 and tokenizer-loading failure for est-roberta are unrelated regressions." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but different failures: unconditional hub lookup offline vs backend_tokenizer AttributeError under fix_mistral_regex." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-next loading segfault and MPS histogram Int kernel error are unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging/XOR logic is a different problem from zero-loss behavior with num_labels=1." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained and FSDP CPU RAM loading breakage are distinct regressions." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering last-batch truncation and Mamba2 use_cache correctness are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 is unrelated to Gemma3n variable-name collision." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "One is buffer corruption on loading; the other is a return-type contract bug in StaticCache.get_seq_length()." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different issues." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR long-input failure are different model/input paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43421", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44291", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46285", + "issue:46291", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43825|issue:43994", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44561|issue:45020", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:45987|issue:46192", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:34634|issue:36331", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:45372|issue:46326" + ], + "prepared_review_unit_hash": "89626ee7fbff3e867ab7712795a90685992a09e4abc269a637352565319bf7e8", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct tokenizer/processor/model-loading regressions rather than true duplicates. I don\u2019t see any soft edge that clearly shares the same concrete bug or change, so I reject all proposed merges.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45701 is the broadest and most representative tokenizer-related report in this set, with the strongest general framing and the most inbound references among the tokenizer subtheme. The cluster is still too mixed to treat it as a true duplicate anchor, but this is the best issue-level representative.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the best overall issue candidate because it is broad enough to represent the tokenizer regression theme that appears repeatedly in the cluster, while remaining issue-formatted and well-scoped compared with the more specific bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different bugs: BLIP2 dtype loading mismatch vs Video-LLaVA temporal-attention/weight-sharing problem." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs concern; the other is model output correctness with pipeline/AutoModel. Not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend post-processor update at runtime vs Whisper batch_decode skip_special_tokens behavior. Related area, not same defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading failure for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for one model vs transformers.pipelines import failure due to kernels dependency constraints." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Qwen3.5 video chat-template feature mismatch vs T5 decoder input validation error message." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they describe different models and different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code breakage in v5, but one is a specific removed API and the other is a broad umbrella report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during loading is a different problem from dtype mismatches." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Potentially related tokenizer behavior, but one is a specific added-token spacing bug and the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype persistence and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Error-message behavior vs outdated docs references; same area, different change requests." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type contract issue vs return_tensors being ignored. Different API bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a generic tokenization-change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend install dependency problem vs Mistral regex patch crash. No shared code-path bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime errors, but on different platforms and from different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is a different bug from CLIPTextModel structural inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latents/forward mismatch are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is not the same as RTDetrV2 output differences in v5." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different loading failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 mistral_common import failure is unrelated to continue_final_message behavior for mistral_common tokenizers." + } + ] + }, + "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": 21, + "review_unit_index": 19, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46209", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43526|issue:44554", + "issue:43906|issue:46209", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:43531|issue:45042", + "issue:38175|issue:44610", + "issue:44387|issue:44617", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:46421|issue:46424", + "issue:43262|issue:44811", + "issue:45459|issue:45803", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "d3e6e829b9063dffc4e9ddf57fc9a196760f1adee63ac937dcd47d02d02c7271", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated Transformers issue reports. The soft pairs share broad themes (loading, cache, warnings, quantization), but none look like the same concrete bug/change closely enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest, highest-signal regression in the set: it describes a general remote_code loading breakage that is more central than the narrower model- or feature-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best standalone representative because it is actionable, user-facing, and covers a wider class of loading regressions than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: a float8 storage/import error versus an image-processor torchvision dependency regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated bugs in different subsystems: multimodal token counting vs removed auto-mapping config references." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve loading, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weight warnings, but the specific symptoms and model paths differ enough that they do not look like one duplicate bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: template compilation failure versus an overly large tokenizer max_length setting." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths and failures: torch.compile/SDPA runtime bug versus MXFP4 loading fallback behavior." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different models and mechanisms: BEiT label reduction bug versus MPS attention correctness issue." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue and an FP8 inference failure on B200 are not the same underlying problem." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but gguf_file breakage and a specific tokenizer failure are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with different triggers; no clear shared code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Separate Qwen/deepspeed loading issue versus a multimodal token-counting bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model families and failure modes: DAC latent mismatch versus DiaConfig token-ID persistence." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression and trainer API signature change are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are API-breakage reports, but one is a GenerationMixin import issue and the other is custom-model initialization in notebooks." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend selection issue versus pipeline import failing on a kernels dependency requirement." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug versus a processor/model input-size mismatch; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding-window handling versus PIL image-processor dependency requirements." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific correctness issue versus an OmDet-Turbo preprocessing size mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "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 report." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug and Whisper batch_decode token handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both involve model loading/quantization examples, but they are different models and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Slash-path import warning and Qwen3 MoE weight conversion are unrelated loading bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/loading failures with no shared concrete code path." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config handling, but one is trust_remote_code field loss and the other is composite multimodal config unwrapping." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy initialization causing recompilation and the other about max_cache_length semantics." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper skip_special_tokens handling are different processor bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they are distinct code paths and different error surfaces." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue versus a general GPT-oss OOM report; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 20, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:46291", + "issue:46512" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43650|issue:43906", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43454|issue:43577", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:43742|issue:44291", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "ae33743e8565715c06edcd0c783f06d75ca57f417cbbdb466e3894603aeba873", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated bug reports; the only noticeable overlap is a small dtype/state-propagation theme, but even those are not the same concrete failure path. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46512 is the cleanest current dtype/state bug report: it is narrowly scoped, has a clear repro, and is the best potential target for nearby configuration/dtype complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46512 is the best issue to anchor the cluster because it is open, specific, and describes a core model-construction state bug more cleanly than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLM regressions, but one is an undefined-variable bug in token counting and the other is a broader video-input regression in different models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes: one is MOE weight conversion with accelerate+deepspeed, the other is a shape-mismatch load error for a specific Qwen3-VL model." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug; one is a stray low-quality issue, the other is a reproduction of a separate tracked problem." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but one is a missing-variable bug in multimodal token counting and the other is incorrect batched video processor shapes." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading failures, but the models and root causes are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU-RAM-efficient loading broken; the other is mmap causing OOM on Strix Halo. Different subsystems and symptoms." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated: token-count tracking versus perplexity quality on a specific model/dataset." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model internals, but one is untied lm_head weights in Mistral3 and the other is dtype not propagating to a Blip2 model." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "TypeError from init_empty_weights is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure versus loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "No overlap in code path: a missing pad_token_id on Llama4Config versus kernels import/version requirements for pipelines." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: save/load loses custom token IDs versus MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different models and different tokenizer behaviors." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for a specific model is unrelated to CLIPTokenizer's max_length sentinel bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different areas: RTDetrV2 output drift versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels' version/revision requirement during pipeline import." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated model-loading/configuration issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a model-loading breakage in Llama 3.2 Vision." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to a missing Qwen2_5_VL import." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related by dtype handling, but one is an actual model/qformer dtype mismatch on load while the other is config.dtype staying stale after from_config; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: gguf loading/AutoTokenizer versus an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import versus a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to CLIPTokenizer's model_max_length sentinel." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A key error when loading a model is unrelated to init_empty_weights rejecting an unexpected argument." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different tokenizer/model behaviors: Qwen3.5 hidden-states bug versus version-dependent tokenization changes." + } + ] + }, + "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": 21, + "review_unit_index": 21, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43493", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45488", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:41720|issue:43540", + "issue:42915|issue:43749", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:24643|issue:29159", + "issue:43540|issue:44479", + "issue:27957|issue:28282", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44987|issue:45907", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44737|issue:46463", + "issue:44792|issue:44964", + "issue:43577|issue:45072", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:45042|issue:45081", + "issue:44568|issue:46491", + "issue:43756|issue:45325", + "issue:43906|issue:46468", + "issue:44737|issue:45588", + "issue:45823|issue:46463", + "issue:43531|issue:44821" + ], + "prepared_review_unit_hash": "3401f8517c9c7adb4659846c555320b9241d1a047a6a50901af2511ffe20a6cb", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions; only one soft edge looks like the same underlying bug: the Qwen2.5-VL video-input regression in v5.3.0.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broad parent report for the Qwen2.5-VL/Qwen3-VL/Qwen3.5 video regression, while issue:45381 is a narrower symptom of the same v5.3.0 position-id bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue here: broad scope, clear regression framing, and it subsumes the one likely duplicate-like follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer failures: AddedToken API misuse vs tokenizer load failure for est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen3, but one is a device-mapping CUDA assert and the other is a video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal paths: Qwen3OmniMoe video processing vs Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL v5.3.0 video-input regression; 45381 is a narrower symptom of the same wrong position-id logic." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video bugs, but they affect different models/code paths and are not the same regression." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue vs missing PyTorch ImportError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model-loading failure for a specific checkpoint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: SigLIP2 zero probabilities vs Perceiver interpolation failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is ByteLevel\u2192Metaspace override." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load regression vs utility function missing the revision argument." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both touch SigLIP2, but one is HF-vs-JAX discrepancy and the other is bad AutoModel/pipeline output." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument mismatch vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but one is token counting and the other is compute_loss signature breakage." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE FP8 loading vs Smollm3 RoPE-layer configuration; different bugs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder input validation error message." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure vs Phi-4 multimodal model load failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype bugs in different model families: BLIP2 vs SwitchTransformers/TimmWrapper." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer API error vs Mistral regex patch crashing on missing backend_tokenizer." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures: MobileLLM key error vs missing Float8 storage type." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency issue vs tokenizer regex crash." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm bugs; one is model architecture config, the other is Qwen2.5-VL rope scaling." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of a prior issue vs a broken Nemotron example; no evidence they are the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding CPU bug vs flash-attention auxiliary state AttributeError." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch vs T5 decoder validation issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL-loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue:44479 over issue:45381 is well supported by the titles: 44479 is the broader v5.3.0 Qwen video regression report, while 45381 is a narrower Qwen2.5-VL symptom. The soft-edge verdicts are also cautious and do not overclaim duplicate relationships." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 22, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463" + ], + "soft_pairs": [ + "issue:45405|issue:45600", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:44625|issue:44877", + "issue:43906|issue:45381", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:28282|issue:32090", + "issue:45200|issue:46463", + "issue:28282|issue:35141", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:45372|issue:46170", + "issue:44936|issue:45823" + ], + "prepared_review_unit_hash": "9347ae4c8cdb5cec449efd5281b0f42f62294897b279df09e66a0d9b61cbb659", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36018, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most issues are unrelated. The only strong duplicate-like pairs are tied-weight/save_pretrained regressions in v5, plus a Qwen3.5 save_pretrained serialization follow-up.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45005 is the broadest and most central report in the strongest duplicate pair: it describes the underlying tied-weights regression across translation models, while issue:44466 is a more specific symptom of the same serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best anchor for the cluster because it captures the clearest shared code-path bug with the widest scope; most other issues in the cluster are off-topic to that regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: PEFT version availability vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Unrelated: tied lm_head weights in Mistral vs StaticCache return type bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different symptom and code path: BEiT image processor label reduction vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the failing mechanisms and models differ." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained serialization issue vs a broad AutoTokenizer wrong-token-ID regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading of granite_speech config." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Too weakly connected; one is a reproduction of an older issue, the other is a specific qwen2.5-vl video position-id bug." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Related to rope parameters, but one is config reload defaulting and the other is a TypeError on JSON-loaded validation keys." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Completely different models and failures: BitNet loading vs Perceiver interpolation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they affect different model families and different bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic remote-code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field drop." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: missing PyTorch import vs NoneType broadcast in Trainer." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different validation bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "No shared code-path: missing PyTorch import vs output embedding reinit after resizing." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Both touch training/loading workflows, but the Gemma3 DeepSpeed ZeRO-3 failure and trainer.evaluate() after train are distinct." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same underlying tied-weights/lm_head serialization bug in v5; 45005 is the broader report and 44466 is a specific manifestation." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: unexpected position-id keys vs quantized-model save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both concern from_pretrained loading, but one is gguf_file support and the other is an offline-model_info call in mistral regex patching." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: MoE auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different inference paths and bugs: DAC latent decoding vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related errors, but they affect different tokenizers and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but one is BigBird special-token registration and the other is MLuke task AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions in different components: SigLIP2 output probabilities vs processor.tokenizer/image passing changes." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency failures in different environments and libraries." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug vs Gemma4 device-mapping forward mismatch; no shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is issue:44466 with issue:45005, and the other verdicts appropriately reject weak or unrelated matches without overstating shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 23, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:44514|issue:45381", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:44484|issue:44704", + "issue:29159|issue:33357", + "issue:44464|issue:44743", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43688|issue:45440", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:45491|issue:46002", + "issue:44734|issue:46612", + "issue:33666|issue:36010", + "issue:44464|issue:44977", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:44466|issue:46050" + ], + "prepared_review_unit_hash": "9b540290e8f67d62d0ee133c71e981c54fb200b7ffb0e678c0910f0edc590b3e", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36198, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading failures, generation/cache bugs, backend/runtime issues, and a few vision-language regressions. None of the soft pairs looks like the same underlying bug, so they should stay separate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set, so it is the closest thing to a cluster anchor, though the overall set is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the widest scope among the tokenizer-related items and is the most plausible representative if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related errors, but one is TensorBoard/TensorFlow availability while the other is a tensorflow_text backend mapping failure; different code paths and fixes." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenization output, but 42898 is about the v5 clean_up_tokenization_spaces behavior change, while 46491 is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "AutoTokenizer/gguf loading failures and Blip2 dtype propagation are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are different model-specific loading/training issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "One is a processor.tokenizer/image-passing regression; the other is Kimi-K2.5 tokenizer codec handling and warning behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but one is BigBird mask-token registration and the other is BOS/EOS insertion with add_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failure modes in different parts of the stack." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info access in _patch_mistral_regex and tokenizer loading failure for est-roberta may both hit tokenizers, but they are not the same root cause." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size policy and AutoProcessor cached_file kwargs forwarding are unrelated API issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and a MacOS bus error on a CLIP model are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled forward chunked generation mismatch and recurrent-state reset with cache are different generation-path defects." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and a T5 RMSNorm memory leak are unrelated model implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer and DiaConfig losing custom token IDs after save/load are different tokenizer/config issues." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are separate model-definition problems." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is a modeling/math issue, while 45701 is a tokenizer-version regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "OLMoE/GPT Oss loss normalization and DeepseekV3MoE implementation divergence are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are distinct config/input-path issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and an MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window attention and NaNs in classification heads upon checkout/init are different NaN sources." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping in generation are different cache bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward and Qwen3.5 flash-attention generation failure are different generation regressions." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are unrelated distributed-training issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and compiled-forward chunked generation are different failure modes." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error on load and AutoImageProcessor URL loading are separate loading-path bugs." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization differences by device and sinq quantized model save/load breakage are both persistence-related, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 24, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489" + ], + "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43278|issue:43688", + "issue:44977|issue:46209", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:44625|issue:45584", + "issue:43994|issue:46192", + "issue:28218|issue:33357", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:43646|issue:44466", + "issue:44849|issue:45357", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "aa3e3ec1ee764ce32c4f9bea9602ba3e52e3d20a93b652e15eee8f898a31bdff", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37488, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: tokenizer, processor, model-loading, training, and version-regression reports mixed together. The soft pairs are topical neighbors, but none look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are related only at a broad subsystem/theme level, not as true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest v5/custom-model initialization regression in the set and is the closest thing to an umbrella report, but it still does not cover the other concrete failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Both are load/runtime failures, but one is a legacy-field preset load bug and the other is a torch.compile + SDPA model failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete problems: Beit preset loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code-era breakage, but one is missing config fields and the other is an unrelated FX-helper removal regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is an MPS attention correctness issue. Different code paths and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Preset-load legacy-field bug vs OmDet-Turbo processor image-size mismatch; not the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but with different triggers: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure vs config save/load losing custom token IDs. Same broad area, different bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue and a Trainer compute_loss API mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs config serialization loss; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs processor.tokenizer / image-to-tokenizer regression. Different components and failures." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness vs Trainer import breakage due to datasets. No shared failure mode." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Dtype drift in evaluate vs auxiliary-loss normalization error. Different model math issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; distinct hardware/model-path problems." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking bug vs MLukeTokenizer AttributeError. Same tokenizer/model-loading area only superficially." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is an implementation mismatch with JAX." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure vs a dependency-version bump issue; unrelated concrete bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5, but they affect different models and different fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording; no shared underlying code path." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading regression vs a specific model that no longer loads. Too different to be duplicates." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mapping mismatch during forward vs quantized-model save/load breakage. Different lifecycle stages and symptoms." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 label-propagation bug vs Whisper empty-transcription generation failure. Different models and code paths." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs vs return_tensors being ignored in multimodal kwargs. Not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior vs a Mac bus error on a CLIP model. No duplicate relationship." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug vs FP8 inference failure on B200. Distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors vs a regression in processor.tokenizer access/image handling. Different failures." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and gradient explosion under ZeRO-3 are not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 model discrepancy vs training instability under DeepSpeed. Different concerns." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error on CLIP vs Qwen2-VL multi-GPU training. No overlap beyond being model issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-specific load failure vs an offline-mode regression caused by an unconditional hub call. Different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Broad v5 custom-init breakage vs inconsistent lm_head.weight serialization by device. Related to v5, but not the same defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug vs incorrect visual encoder keys on save_pretrained. Different Qwen3.5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different tokenizers and different behaviors (special-token addition vs incorrect output)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 25, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43278|issue:43701", + "issue:43927|issue:44361", + "issue:43540|issue:44977", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:44464|issue:46424", + "issue:45200|issue:45229", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:45229|issue:45823", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:43065|issue:46369", + "issue:45084|issue:45520" + ], + "prepared_review_unit_hash": "6680650f8acdc11ab89204b2eeb3a6b96dd34b9f7368786097ccc6fc8bad4fab", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35767, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-pair candidates are superficial topic matches rather than the same underlying bug. They span unrelated areas (tokenizers, Qwen/VL loading, quantization, offload, CI, memory, config regressions), so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the candidate pairs are heterogeneous and do not collapse into one duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the set contains many unrelated reports with only loose keyword similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: dtype drift in evaluation vs resume checkpoint key mismatch." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different failure modes: lost custom token IDs after save/load vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is video-processing validation and the other is flash-attention generation behavior." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated issues: float8 storage import error vs flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is accelerate+deepspeed conversion and the other is a dev-version model-loading regression." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during TP load is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS on one tokenizer vs wrong IDs across Granite models." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Both are load/fail issues, but they concern different models and different root causes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to float8 storage lookup failure." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute problems, but for different models and different missing fields." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but on different models and different mismatch causes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model loading bugs: missing pad_token_id vs not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma 4 problems: missing mm_token_type_ids defaults vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve config/init issues after v5, but one is a missing pad_token_idx field and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key with position id is not the same regression as CLIP text-model structure divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure for BEiT is unrelated to BigBirdTokenizer mask token registration." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference issues, but OOM vs device mismatch are distinct problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 bad outputs and position-id key issues are different model/regression paths." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offload behavior and sinq save/load corruption are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less AttributeError is unrelated to quantized model persistence." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading are different symptoms and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting problems are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer NoneType broadcast failure." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path slash import warning is unrelated to CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation error is unrelated to flash_attn import-utils KeyError." + } + ] + }, + "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": 21, + "review_unit_index": 26, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:44423|issue:44734", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45406|issue:46121", + "issue:43493|issue:43701", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43232|issue:44849", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:44521|issue:45290", + "issue:42490|issue:43493", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:38175|issue:43493", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "6c011f19ffc24d16139c23ff28efa232820b6ce5a33f29d1cd158224d87bdc3d", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37337, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: the items span many unrelated Transformers bug reports, mostly around different models/subsystems. None of the soft pairs look like the same underlying bug with enough specificity to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest standalone candidate: it is open, actively discussed, has inbound references, and is a concrete user-facing multimodal chat-template bug. It is not a duplicate of the other items, but it is the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the best mix of activity and impact, and its problem statement is clear enough to serve as the cluster representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and trainer token-count tracking are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve crashes, but they fail in different code paths: multimodal continuous batching vs KV-cache continuation indexing." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failure modes: MPS attention correctness vs a flex_attention import/version check." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT export on ViT and SigLIP2 zero probabilities are distinct model/runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failures: bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal processor bugs, but one is a tokenizer/processor regression and the other is a batched video shape bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite-config text_config unwrapping are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 fine-tuning defaults and device-map forward mismatch are separate issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement in Gemma4 forward and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo input-size mismatch are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Multimodal processor regression and quantization offloading failure are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-states output bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching and tensor-parallel OOM on Qwen2-57B are different issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import errors, but they concern different backends and failure paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a model-loading failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors and return_tensors override behavior are separate concerns." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec regression are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors involving different symbols and models." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config default regression and meta-device loading breakage do not match." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is assistant-mask generation for multimodal inputs and the other is tool-call content handling." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization on different devices and LoRA merge collapse are not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a specific zero-probability symptom and the other is a broader implementation-vs-JAX discrepancy; not enough to treat as the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override 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": 21, + "review_unit_index": 27, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:44479|issue:46192", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:38175|issue:45412", + "issue:43335|issue:43550", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:44857|issue:45593", + "issue:43819|issue:45083", + "issue:45520|issue:46170", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "2dfa22095871daf8ae4b514df0a582b3dbb7b02b87ea52da96d04ce8c68181cf", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the soft pairs are superficial title-level matches rather than the same underlying bug. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the strongest representative issue here because it describes a broad core regression in `from_pretrained()` affecting model loading behavior across many models, making it more generally useful than the niche model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the widest apparent impact and clearest core-library relevance among this set, so it is the best single issue to surface for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift between training/eval vs memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "One is tokenizer spacing after added tokens; the other is embedding reinitialization after resizing. Different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: FP8/Qwen3MoE failure vs a Qwen2.5-VL import error for a missing class." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failure modes: gguf loading in tokenizer/model loaders vs `from_config(dtype=...)` leaving `config.dtype` stale." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Core-loading buffer corruption vs CLIP text model structure inconsistency; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: Perceiver image-resolution handling vs RT-DETR memory release/GC behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they are separate model families and do not clearly share the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat template sampling-rate default vs batched video processor output shape; unrelated processing bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing model class vs detokenization regression in a different model." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech/tokenization-related, but the failures are different and model-specific." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token-type defaults vs Qwen2.5-VL rope/position-id scaling; different issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models vs `text_kwargs` silently overriding `return_tensors`; unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-processing bugs in different components; no shared concrete code-path evidence." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure vs stale warning in paged generation; not the same issue." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch vs GraniteSpeech CI device-override flake; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different API references and should not be merged as duplicates." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor resolution mismatch vs AMP/CUDA loss crash; different components and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Separate missing utility/import-availability issues affecting different symbols and code paths." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures for different models; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config bug vs torch.compile/SDPA failure; different model/configuration issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrap bug vs CLIP model structure inconsistency; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor arg mismatch vs Whisper empty-transcription generation failure; different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs Qwen3 Omni feature-length helper behavior; different subsystems." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Import-utils key lookup for flash-attn on Python 3.13 vs Windows ROCm/torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs feature-length helper behavior; no duplicate evidence." + } + ] + }, + "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": 21, + "review_unit_index": 28, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:26413", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:44514|issue:44521", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:46431|issue:46566", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:45290|issue:46326", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:43335|issue:44112", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:45593", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:42490|issue:43854" + ], + "prepared_review_unit_hash": "fb76d852513510a9e6c904c90a0cc07d5500f98cabc09877aa8eed1258e62cec", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative soft matches; the only clear duplicate is the exact-title Qwen3.5 MoE from_pretrained regression in 45310/45478. No pull requests are present in the packet.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and has the same exact title as issue:45478, with very similar surrounding metadata indicating the same reported regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is a concrete, narrowly scoped regression report and the only clear duplicate target among the soft pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are import/version-related, but one is a missing internal symbol and the other is a Torch 2.10 compatibility report; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and a Trainer GPU broadcast TypeError are different failure modes and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config construction and BigBird tokenizer special-token registration are unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile and GraniteSpeech CI stale device override are distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch in the environment and a MacOS bus error on CLIP loading are not the same underlying problem." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight shape mismatch are different model-loading failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3 modular recurrent-state reset are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "AutoModelForCausalLM config unwrapping and stale dtype state are separate config-handling issues." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "A batched padding=False crash and all-zero assistant masks are related to chat templates but are not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A sparse-layer construction bug and a legacy-field pretrained load failure are not the same issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error and DiffusionGemma meta-device loading are separate problems." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and Trainer NoneType broadcast are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different regressions." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weights loading and GraniteSpeech device-override CI failure are distinct." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call crash in apply_chat_template and continue_final_message behavior for mistral_common tokenizers are not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparsity config and qwen3_omni_moe feature-length calculation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux=None and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A model config bug and a CI device-override test failure do not describe the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge with extended vocabulary and a category-count overflow are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and sink-less flash-attention crash are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents mismatch and unexpected position-id key behavior are different model implementations and failure signatures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and embedding reinitialization after resizing token embeddings are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example errors and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resumption epoch_iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and very similar metadata indicate the same Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning and GLM-4.7 Flash model loading failure are not the same problem." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, and the 45310/45478 match is supported by the identical titles. However, the canonical_issue_reason overstates the evidence by claiming the issues have the same \"exact title/body theme\"\u2014the packet does not provide body text, so that part is not grounded. Please keep the duplicate rationale limited to what is visible in the packet (identical titles and very similar metadata)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46399", + "issue:46655" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:45459|issue:46234", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:32090", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:43701|issue:45083", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45290|issue:45381", + "issue:44448|issue:44977", + "issue:27957|issue:34689", + "issue:45920|issue:46192", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43278|issue:43329", + "issue:44855|issue:46399", + "issue:10000|issue:15354", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "c67f5e00d1ebb2b68aa97ea1c156c9a45c1f8307408cbc44d371036aa6c5c6d8", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35607, + "estimated_input_tokens": 8902, + "estimated_eval_tokens": 18060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-bug issues; none of the soft pairs look like true duplicates. The closest canonical anchor is the broad tokenizer regression report, not because it matches the others, but because it is the most general and representative issue in the set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most central report here: it describes a v5 tokenizer-ID regression affecting multiple model families, making it the best representative anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest cross-model scope and user impact, so it is the best issue to keep as the cluster anchor even though the rest of the set does not collapse into one duplicate theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime crashes, but one is CPU offload/device placement and the other is AMP/CUDA loss behavior; different code paths and fixes." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import_utils availability flag are separate import/system issues, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor argument vs device_map forward mismatch are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example mistakes and a model position-id regression are different problem types with different remediation." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus generation output drift and the other is DeepSeek tokenizer mis-tokenization; not the same underlying change." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer broadcast type handling are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are both dtype/precision-related at a high level, but they affect different models and different execution paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper-function bug are different subsystems and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are not the same failure mode." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are entirely different crashes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash model-path warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning and BeitImageProcessorFast label reduction are separate vision-data bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output-embedding reinitialization are unrelated model initialization vs attention issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba and a feature-extraction length helper bug are different code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and qwen2.5-vl video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision load failure are different issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer-ID regression across models and silent return_tensors handling are distinct API bugs." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat templating with tool calls and SmolVLM video padding calculation are different multimodal processing paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU OOM are not the same root cause." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Evaluation dtype drift and undefined video-branch variables are unrelated bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and a missing decorator on rotary embedding registration are both decorator-adjacent, but they are different concrete failures." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated legacy JIT problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 dtype change in eval and gradient checkpointing being disallowed in eval mode are different concerns." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and sink-less flash_attention s_aux=None AttributeError are different crash sites and root causes." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading and FP8 inference failure are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Losing custom token IDs on save/load and loading the wrong custom module after save_pretrained are both persistence bugs, but 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": 1, + "component_count": 21, + "review_unit_index": 30, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45588|issue:45823", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:43278|issue:43575", + "issue:45372|issue:45588", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43412|issue:45588", + "issue:43381|issue:43701", + "issue:43653|issue:44743", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45372|issue:45406", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:43065|issue:45412" + ], + "prepared_review_unit_hash": "f41414b1c7048605ad8c7d61c8530042edb397185ea6414b89836089499265d8", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35626, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, trainers, quantization, Gemma/Qwen/CLIP/Wav2Vec2, docs, and memory/runtime issues. None of the suggested soft links look like true duplicates, and there are no PRs in the set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the items are not one duplicate set; they are a mix of unrelated issues from many subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for deduping: the cluster does not share a single underlying bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: flash-attention import breakage vs missing TensorFlow backend after torch-only install." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a v5 API removal breaking trust_remote_code; the other is a DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior vs a Gemma4 multi-GPU OOM are different failure modes and likely different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert vs Gemma4 multi-GPU OOM are separate model/runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: generation output drift for Pegasus vs serialization of lm_head.weight." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading malfunction are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale warning in paged generate() are not the same issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature's bare except are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to Qwen2-57B-A14B-Instruct TP OOM." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure from mistral_common is a different code path than the flash_attention s_aux crash." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures are a different subsystem from flash_attention runtime crashes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-param validation TypeError do not share a code path." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different components." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and transformers serve missing _tokenizer are separate failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are related only broadly by quantization, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR memory retention 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": 21, + "review_unit_index": 31, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:43065|issue:43994", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:27957|issue:29942", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43526|issue:45834", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:46655", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:45250|issue:46640", + "issue:46121|issue:46399", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "e709d0638f5de171d281bb17abc7dc23815c9f4e66a2f645e0fd9e68ec18bc3d", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model/loading/tokenizer/processor bugs, with only a loose Flash Attention 2 subtheme. None of the soft edges look like true duplicates, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:29942 is the best single anchor only for the Flash Attention 2 subtheme because it is concrete and regression-oriented, but it does not represent the full cluster and should not be treated as a cluster-wide canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different bugs: tokenizer exception masking vs leftover dummy PT classes / repo checks." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated areas: Flash Attention tests vs void segmentation map processing." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model-specific failures; no shared code-path or fix." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but different root causes and models; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and failure modes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category limit error vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError for Gemma processor loading vs tokenizer protobuf error handling; unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different models and code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to a MacOS CLIP bus error." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: model output quality vs model GC/memory leak." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression vs ignoring tokenizer.json; related to tokenizers, but not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is model support and the other is failing tests; not the same concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and logic: DeepSeek MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message issue is unrelated to embedding reinit on resize." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are different." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM from tensor-parallel loading vs int4 quantization reserved-memory regression are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading vs bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch are different issues." + }, + { + "left": "issue:43526", + "right": "issue:46655", + "accept": false, + "reason": "ImageProcessor label handling vs SmolVLM video padding calculation are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers and different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms; no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing import for a model class vs generic dependency issue are not duplicates." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are Flash Attention 2 named issues, but the reports are too generic to establish the same concrete bug." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError vs apply_rotary_pos_emb registration ValueError are different failure points." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support issue vs LayoutLMv3 box-validation message issue." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model support vs Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window issue are different model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 32, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:33290|issue:34567", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43381|issue:43873", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:34689|issue:43611", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:44062|issue:45907", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43761|issue:44079", + "issue:43873|issue:44871", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "259deac3ef6cca0b74ff802241f86a98c173aa038c5f3a5a8fe3855becde8af7", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated regression/bug reports across loading, generation, audio, config, and docs. If forced to choose a single anchor, #43873 is the broadest and most active open issue, but there is no strong duplicate core here.", + "confidence": 0.28, + "canonical_issue_reason": "#43873 is the broadest, most active open issue in the set and is the closest thing to a central loading/offloading regression, though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the most discussion/inbound references and the broadest scope, so it is the best representative issue to anchor triage for this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 Vision model loading failure." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and token-embedding reinit are distinct problems in different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Memory exhaustion during training is not the same as num_input_tokens_seen not updating." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to the categories cardinality error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is a default sampling-rate mismatch and the other is an unsupported feature-extractor arg crash." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different mechanisms and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as NaN embeddings from mixed-length sliding-window batching." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and patchtsmixer's post_init restriction are not the same concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but the root causes and affected paths differ enough that they should not be merged." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepSeekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight handling during accelerate loading has nothing to do with tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in extras and missing import_utils symbol are separate dependency/API issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are different configuration bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss classification with num_labels=1 are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kw conflict and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and stale docs referencing pipeline() are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Model post_init policy and video-input regression are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states disappearing in CLIPVision and ModelOutput key assignment with None are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg syncing after sync_gpus and gather_for_metrics label truncation are different problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression with transformers>=5.1.0 and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect saved checkpoint contents are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 33, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43316|issue:45759", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:42617|issue:43575", + "issue:25251|issue:28282", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:44610|issue:46369", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:45632|issue:46424", + "issue:45803|issue:46170" + ], + "prepared_review_unit_hash": "8dcf88c631fd7428016c67079d3312b65fe16f94da53d7ad88e02d7bcf9d98ff", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36511, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues (loading/config/cache/multimodal regressions). I don\u2019t see any pair that clearly shares the same underlying bug or change, so I would keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45698 is open, has the strongest discussion/inbound activity, and represents a broad from_pretrained/save_pretrained custom-module loading regression that is a useful anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global representative because it is current, high-signal, and about a cross-cutting loader-path failure rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer-loading failure vs a bare-except bug in tensor conversion; different code paths and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config/text_config, but one is an API discrepancy and the other is an AutoModel unwrapping bug for composite multimodal configs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence issues, but they affect different fields and mechanisms (trust_remote_code missing fields vs rotary_pct reset on reload)." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated failures: TorchScript parse error on import vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to CPU/CUDA output divergence in document layout inference." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained, but one is quantized save failure and the other is wrong custom-module loading; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache/compile, but one is inconsistent generation outputs and the other is recompilation due to cache lazy init." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel runtime failure and tensor-parallel OOM are different model/runtime issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape change is unrelated to an import error for missing PyTorch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention model support and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA model bug versus checkpoint key mismatch; no shared underlying change." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to a key error while loading a different model." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-utils related, but one is a missing availability helper and the other is a kernels version/revision import dependency failure." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model/processor regression is not the same as a pipeline error-message wording issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image-passing breakage and the other is eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Eos-token config mismatch is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy and image-preprocessor dtype mismatch are different multimodal issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Package-extras backend omission is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Eos-token config inconsistency and quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as a config field reverting on reload." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch and model memory overflow are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus image-generation test failure do not share the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading regression and unrecognized-model-config error are different loader failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Trust-remote-code cache-path collision is unrelated to max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare-except tensor conversion bug is unrelated to Windows/ROCm import dependency 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": 21, + "review_unit_index": 34, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46421", + "issue:46617", + "issue:46640" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:45542|issue:46234", + "issue:41950|issue:43475", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "1b0bac3cd64291569e25108d79a48c82d8c42967a2f28b062ee5bb6c88557565", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items look like a mixed bag of unrelated Transformers bugs rather than one duplicate cluster. The soft pairs mostly share broad themes like caching, multimodal/video, or loading, but the concrete failure modes and code paths are different enough to reject them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45698 is the broadest and most central loader-related report in the set, with the highest discussion activity and inbound references; if a single issue must represent the group, it is the best candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best standalone issue in this set because it describes a general from_pretrained/save_pretrained custom-module loading problem rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is a vague data request, the other is a Gemma tokenizer roundtrip bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: tied-weight loading in Mistral3 vs FlashAttention support in Ministral-3." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 family, but one is about a dummy Conv2d and the other is CUDA OOM in video inference." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both multimodal/video-related, but one is a Qwen3OmniMoe video-input processing error and the other is batched chat-template padding behavior." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems: CLIPVisionModel hidden-states regression vs Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config key bug vs backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: metric-gathering label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both model-specific, but one is LoRA/vocab merge collapse and the other is a Gemma 4 token-type-id defaulting issue." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague on the right and not the same concrete FlashAttention 2 incompatibility as the Nemotron issue." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different import/backend problems: TensorFlow backend detection vs missing import_utils symbol." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both mention vision/video, but one is processor selection and the other is a missing FPN attribute on Sam3 output." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both loading-related, but one is a legacy field preset load failure and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache-related, but different problems: chunked prefill cache initialization vs recurrent-state reset with seq_len>1." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs Qwen3.5 FlashAttention generation bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different topics: janus generate-images test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model bugs: missing pad_token_id in Llama4Config vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both serve-related, but one is KV-cache continuation indexing and the other is a missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated config/runtime issues: non-persistent buffers vs GPTNeoX rotary_pct reload defaulting." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading paths: local dataset script failure vs multimodal model load failure." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Completely different bugs: embedding resize/tie-word-embedding behavior vs path trailing-slash import warning." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated: SAM3 video OOM vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both trust_remote_code/cache-related, but one is leaf-directory cache collision and the other is FileNotFoundError from cache loading." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Python 3.13 IndentationError in DebertaV2 vs flash_attention.py s_aux=None AttributeError." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both Qwen-related, but one is a weight-shape mismatch and the other is an incorrect tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Both regression-ish, but CLIP hidden-states is unrelated to load-balancing loss being skipped when output_router_logits=False." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache and prefill, but one is missing GenerationMixin cache in v5.0.0 while the other is spurious recompilation from lazy cache init." + } + ] + }, + "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": 21, + "review_unit_index": 35, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43644|issue:44913", + "issue:44479|issue:44734", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43335|issue:44190", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:39692|issue:44190", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:43295|issue:45276", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:45632|issue:46234", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "4abe87aef01f05018cbd61e2427d0f822d34a7f92dc63dbe9ac4373b765196ac", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct bug reports. The only likely duplicate is the DeepSeek tokenizer regression pair, which appears to describe the same v5+ tokenizer breakage at different specificity levels.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46489 is the most specific and actionable report in the only apparent duplicate pair, with a clear model/version scope and direct reference to the prior fix gap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the best representative issue overall because it is narrowly scoped, regression-focused, and tied to the relevant upstream fix history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning removed pipeline APIs are unrelated to a SigLIP2 model/pipeline output bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different failure modes: a stale warning in paged generate vs an empty-transcription crash after token alignment." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal/model bugs, but they concern different models and symptoms: video position IDs vs memory overflow." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to GPTNeoXConfig rotary_pct serialization/reload behavior." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve Qwen/serving regressions, but one is video-input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is not the same bug as Qwen3.5 chat crashes." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and a category-count limit error are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model failure is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling in one config is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is a different generation bug from the stale num_return_sequences warning." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they target different models and distinct preprocessing problems." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video CUDA OOM and sam3-litetext memory overflow are related only by family name, not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config construction is unrelated to local dataset loading failures." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA vocabulary merge collapse is unrelated to incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same DeepSeek tokenizer regression on v5+: one report is broad, the other is a specific DeepSeek-Coder instance tied to the earlier fix gap." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech device override test and broken auto_mappings references are separate CI issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong video vision_position_ids are different multimodal template/preprocessing bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor creation in XLNet relative positions is unrelated to Fuyu's broad exception handling bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression after v4.57.5 is unrelated to gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and serve KV-cache indexing are separate failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failures are unrelated to the TensorBoard-without-TensorFlow backend issue." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files missing the revision argument." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation failures are different problems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A trust_remote_code cache-path collision is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are different import-time concerns, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative. The only accepted pair (issue:44779 vs issue:46489) is plausibly the same DeepSeek tokenizer regression at different specificity levels, while the rest are appropriately treated as distinct bugs. No PR-pair mergeability concerns apply here since this is issue-only data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 36, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:45245|issue:45584", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:42175|issue:44279", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:36246|issue:41628", + "issue:27957|issue:35141", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44295|issue:46506", + "issue:43650|issue:44220", + "issue:41950|issue:44016", + "issue:32090|issue:35141", + "issue:44683|issue:45446", + "issue:43479|issue:45375", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "9c73959754f5004c122119aff7770c96434e32e51e819ae2ca3a85be9ce2e805", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noise: the soft pairs span unrelated bug reports, packaging issues, model-specific regressions, and docs/notebook problems. I found no true duplicate pair to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many unrelated failure modes across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not semantically coherent enough to justify one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs rope-validation type handling." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime error and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading for Phi-4 multimodal is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is trust_remote_code field loss and the other is an unrecognized-model/model_type error." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging backend mismatch is not the same as a generic dependency issue report." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different loading failures; no shared underlying bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test for GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different missing-export causes." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import failures in different modules with different missing names." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tie-weight bug in Mistral3 and Qwen3.5 checkpoint saving are distinct regressions." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash and serve KV-cache continuation crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Junk/generic issue text and audio feature extraction are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resize/reinit behavior." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile failure on torch>=2.9 while the other is a bad PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs affecting different fields and model families." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked_prefill cache regression and max_cache_length only applying to quantized cache are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed auto_mapping references." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length logic in qwen3_omni_moe is unrelated to CPU/CUDA result differences." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support packaging issue and a model-loading failure are different problems." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize mismatch are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading and PIL backend torchvision dependency are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral dequantized save failure and FlashAttention failure are separate model-specific regressions." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and unrecognized-model config loading are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 37, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:46123|issue:46369", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:43299|issue:45216", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44779|issue:45812", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:41950|issue:45823" + ], + "prepared_review_unit_hash": "0e58feff5020692bba656ed5f39c7c51757b381d1eb69f4b4fa0c69ccbcb1073", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issue reports spanning tokenizer, loading, cache, pipeline, documentation, and dependency regressions. The soft pairs share broad subsystem or version-change themes, but none look like the same concrete bug/change, so all should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45020 is the closest thing to an umbrella report here because it broadly covers recent-version breakage in model loading for remote_code models, but there is no true duplicate hub in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative anchor if one must pick a single issue: it is broad, regression-focused, and closer to the general pattern of the other reports than the narrowly scoped ones.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: gradient checkpointing eval-mode behavior vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python support/version compatibility problem; the other is a generic dependency issue with no matching failure mode." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache plumbing and ANSI formatting in loading_report are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different models and different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken keyword-argument TypeError." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and SAM3 LiteText OOM are different failure classes." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is not the same as cache max-length handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Distinct import errors affecting different symbols and modules." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading related, but one is unrecognized config/model type and the other is missing text_config unwrapping." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same model family and version era, but one is a load failure while the other is an incorrect save_pretrained checkpoint layout." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue versus a specific torch version incompatibility; no shared bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation and Whisper empty-transcription generation are separate problems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 rotary-kernel registration are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument usage bug versus a tied-word-embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both involve dependencies, but one is vague breakage and the other is a too-new PEFT version pin." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different model-specific regressions." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a placeholder/troll issue are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a processor/tokenizer API break with images and the other is incorrect DeepSeek tokenization; not the same code-path bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and SAM3Video OOM are unrelated model behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device placement are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45200", + "right": "issue:44242", + "accept": false, + "reason": "Gemma4 token-type defaults and MoE load-balancing loss are different training-time issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import and a broad import-error report are not the same concrete bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Nonexistent image_utils import versus many import errors after upgrade; overlap is only superficial." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Dependency problem vs torch-specific incompatibility, with no matching root cause." + }, + { + "left": "issue:43299", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 loading regression and flash_attention s_aux=None crash affect different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45216", + "accept": false, + "reason": "Custom processor/tokenizer API regression is not the same as incorrect Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing symbol import versus broad multiple-import-failure 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": 21, + "review_unit_index": 38, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:44466|issue:45276", + "issue:43650|issue:46209", + "issue:44521|issue:45325", + "issue:45103|issue:45372", + "issue:43653|issue:45593", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:42994|issue:43317", + "issue:45081|issue:45907", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44671|issue:44779", + "issue:45542|issue:45800", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:44016|issue:45823", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "8f1a90bb259e88084cd6530a9539e3eb13c68d374bd59f0ecd8820817d33786a", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated regressions, packaging issues, tokenizer/model bugs, docs, or CI hygiene. I did not find any soft pair that looks like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44521 is the strongest representative landing spot: it is an active, well-described, user-facing multimodal bug with clear repro and multiple references, unlike the more incidental docs/CI or one-off model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best global issue target because it is open, has the most discussion/inbound attention among the relevant bugs, and is concrete enough to serve as a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is Phi4MultimodalConfig default handling and the other is Llama4Config missing pad_token_id; different models and different failure modes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: torch 2.9 flex_attention compilation vs TensorFlow backend packaging/install behavior." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different code paths: lm_head.weight serialization/tied-weights behavior vs resize_token_embeddings not updating Gemma4 embedding/output layers." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "One is a vague data request, the other is an FP8/B200 inference failure; no shared bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and temporal rope-index scaling are distinct bugs in different functions." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash vs Gemma4 processor import dependency failure; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; different components and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch AttributeError; different root causes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention incompatibility for Ministral vs long-OCR-input index error in Kosmos2.5; different models and code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but AdaFactor OOM and optimizer.step being called twice are not the same concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs D-FINE loss logic; no underlying overlap." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are different operations and failures." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files not forwarding revision; unrelated fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm eps precision issue vs torch.split return handling in GlmMoeDsaIndexer; distinct bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs a slow-data-filtering report after upgrade; not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but stale auto_mappings references and leftover dummy classes are different fixes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files vs Gemma4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend missing from a torch install and Python version compatibility are separate packaging issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores vs a model producing nonsensical outputs are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different model/tokenizer paths." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing tf backend from install vs torch/transformers version incompatibility; different root causes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention runtime failure and flex_attention compile failure are both attention-related but not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline parameter vs intermittent import slowness; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different components." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch in forward; unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "pipelines import failure due kernels version/revision requirements is not the same as a missing decorator on apply_rotary_pos_emb registration." + } + ] + }, + "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": 21, + "review_unit_index": 39, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44734", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45859", + "issue:46132", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:44336|issue:46424", + "issue:36246|issue:44351", + "issue:43540|issue:46655", + "issue:44779|issue:45292", + "issue:45859|issue:46399", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "2ff45df245ba9102dbbfff03da7020ec0c5181fd5c9f398fd5ca2ce0bdcfb849", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36804, + "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 largely heterogeneous: most items are unrelated Transformers regressions spanning imports, config/loading, tokenizer behavior, cache handling, and model-specific runtime bugs. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster\u2019s most common user-facing theme: a concrete import/export regression in the Transformers package with broad impact and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best single issue to anchor the cluster because it is a clear, high-signal package-level import failure rather than a narrow model-specific symptom.", + "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 missing/invalid config fields." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing symbol import; the other is a Python-version compatibility regression." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve loading/config issues, but one is a model-specific missing field and the other is a general trust_remote_code return-object bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failure modes and different model families; no shared code path is evident." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to a zero3 from_pretrained loading failure." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting and a docstring typo are unrelated documentation/utility issues." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Different regressions: a missing AutoImageProcessor import versus Python 3.9/3.10 support." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failing on nn is unrelated to TensorBoard/TensorFlow backend detection." + }, + { + "left": "issue:44246", + "right": "issue:44242", + "accept": false, + "reason": "Import-time slowdown and MoE load-balancing loss are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 rotary-kernel registration are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "Missing auxiliary loss and Gemma eos_token_id mismatch are different model behavior bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen/MoE loading across versions, but they describe different breakages in different model variants." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to a zero3 model loading failure." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is a sliding_window bug and the other is a chat-loading crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token configuration are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI formatting output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba and CPU/CUDA differences for PPDocLayoutV3 are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and fbank feature extraction are unrelated audio/video processing issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL symbol import and missing is_offline_mode import are different API regressions." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI output in loading_report and cache-length handling are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processor bugs for different models; not the same underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are distinct issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5/MoE internals, but one is CPU-offload incompatibility and the other is kernel registration failure." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and an xdist file race are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing and max_cache_length handling are different cache bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch about return_all_scores is unrelated to sys.modules access." + } + ] + }, + "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": 21, + "review_unit_index": 40, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44857", + "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:45584", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655" + ], + "soft_pairs": [ + "issue:44479|issue:46655", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44242|issue:44857", + "issue:43475|issue:46369", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45137|issue:45600", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44987|issue:45459", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "cde89b2943c0fcc29de402e01d9ee0250bf5daf1bbe02e8bde19ca953e750c9e", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated model-loading, multimodal, tokenizer, DeepSpeed, and performance issues. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44479 is the strongest single anchor available: it is a concrete regression report with a clear failure mode and broad model-family scope. That said, the cluster as a whole does not appear cohesive, so this is only a pragmatic representative choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue for triage because it is specific, user-facing, and framed as a regression affecting multiple Qwen model variants. It is the best available cluster representative even though the rest of the set is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they concern different model families and different failure modes: Qwen video regression vs SmolVLM padding calculation." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed/ZeRO3, but one is about Qwen3 MOE weight conversion and the other is an empty-deque IndexError in a different code path." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "These are both loading/remote-code style problems, but the concrete failures differ: unrecognized model config vs unsafe sys.modules access." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems and bugs: router load-balancing loss handling vs an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both touch SAM 3, but one is a missing vision output attribute and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "One is a generation cache regression during chunked prefill; the other is a removed helper breaking trust_remote_code models." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer/position_ids error is not the same bug as a general tokenization slowdown after upgrade." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Completely different models and failures: ESM2 breakage vs Gemma 4 needing mm_token_type_ids defaults." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import error and BertModel+ZeRO3 index error are unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to import latency in transformers." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing field being dropped by strict config handling and the other is AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are strict-config related, but they affect different model configs and different missing-field behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings affecting output embeddings is unrelated to Whisper failing after align_special_tokens on empty transcription." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque/index failure and stale auto_mappings references are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A token-embedding resize bug is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "These are different model/runtime issues: a Qwen3-VL-Moe bug vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Different concrete regressions: removed utility breaking remote-code models vs a missing decorator registration for Qwen3.5 kernels." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights / embeddings, but they are distinct model-specific serialization and resize behavior bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure on transformers>=5.1 and tokenizer protobuf error masking are different failure modes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "A memory leak on deletion is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One reports NemotronHForCausalLM lacking Flash Attention 2 support; the other is only a generic Flash Attention topic." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and Windows/ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are separate issues in different components." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer-cache crash in GlmMoeDsa is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained loading and double optimizer stepping under DeepSpeed are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage do not share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44995", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:44188|issue:46202", + "issue:45685|issue:46431", + "issue:44483|issue:46202", + "issue:45987|issue:46082", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44749|issue:45310", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "6424437015330c5283ac677a28c56ea0687045e14158b684f1df52500377061e", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate-like match is the pair of identically titled Qwen3.5 MoE from_pretrained error issues (45375 and 45478); the other soft pairs share only broad subsystem or symptom overlap and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, cleaner representative of the Qwen3.5 MoE from_pretrained error pair, and its title matches the duplicate issue:45478 closely enough to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue target because it is the clearest canonical duplicate for the near-identical Qwen3.5 MoE from_pretrained reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import/dependency error." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash and a flash_attention s_aux=None AttributeError are different code-path bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are both warnings, but they describe different behaviors and different underlying issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a tie_word_embeddings warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel branching and Gemma token roundtrip behavior are unrelated code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram type error and missing chat template handling are different problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request acceptance in /v1/chat/completions is unrelated to the Gemma pipeline roundtrip bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are different bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but the concrete bugs and affected paths differ." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder internals and MaskGenerationPipeline final-batch handling are different issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer metadata mismatch and processor save_pretrained missing files are both save_pretrained-related, but not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a global performance regression are not the same failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown after upgrade and deepspeed calling optimizer.step twice are different concrete problems." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are separate regressions." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression after upgrade is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and double optimizer stepping are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS-token config inconsistency and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but sync_gpus kwargs handling and chunked_prefill cache absence are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different serialization/loading paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crash on a trailing replacement character is unrelated to the Kimi tokenizer codec regression." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report cannot be merged with a specific Gemma-4 zero3 from_pretrained bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output and missing fields from trust_remote_code config are different problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These have the same title and describe the same Qwen3.5 MoE from_pretrained error, so they are duplicate reports of the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "A missing PyTorch import error and a Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and a different missing image_utils import are separate symbol-resolution issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall canonical choice around issue:45310 / issue:45478 is grounded, but the output is not precise enough to accept. At least one soft-edge rationale introduces unsupported details: issue:42886 is titled \"Tokenizer fails to load from cache when HF_HUB_OFFLINE=1 on 4.57.3\", not a missing PyTorch import. Since some verdict explanations go beyond what the packet supports, I have to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 42, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:30333", + "issue:33290", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43475|issue:45381", + "issue:44964|issue:45137", + "issue:43784|issue:46399", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43278|issue:45137", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:46077|issue:46123" + ], + "prepared_review_unit_hash": "12c02e95f984fb7c0933868da922d6ec2bd2145707d27e55d442018816fdfb2c", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most soft pairs are not duplicates and span unrelated bugs in imports, packaging, generation, quantization, and model-specific regressions. One pair with the exact same Qwen3ForCausalLM VRAM-leak title looks like a true duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone issue in this set by discussion and inbound references, but it is still not a true canonical for the cluster because the items are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe/transformers compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings behavior is unrelated to old InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different concrete failures: from_pretrained error vs silently dropped config field." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are separate code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 vision encoder missing attribute is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 MoE rotary-pos-emb registration." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are distinct failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel wrong outputs do not share the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention-kernel branching." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import error and HybridCache import error are separate missing-export issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output and Qwen3_5 infinite loop on a specific image are different symptoms and paths." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer patch crash is unrelated to auto_docstring future-annotations failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; likely the same duplicate bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Qwen2_5_VL import resolution." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a Qwen3-VL-Moe compatibility issue and the other is a from_pretrained regression." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe and Qwen3.5 MoE from_pretrained are different operations and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are distinct missing symbols." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failing." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update issue and Janus test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in a pip extra is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field breaking Beit preset loading is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-file race and removed Sam3LiteText references in auto_mappings are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow packaging backend omission is unrelated to leftover dummy PT classes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version incompatibility is unrelated to a missing image_utils import." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed/Adafactor OOM are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline final-batch handling are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster does look heterogeneous overall, and the only clearly supported duplicate is the exact-title pair issue:42673 / issue:43704. No soft-edge verdict appears to overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 43, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:44016|issue:46231", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:43644" + ], + "prepared_review_unit_hash": "ddedd05d3e7e565cf2d570439d4369c02a9b398a622f4f8ec035b98916b36c76", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37762, + "estimated_input_tokens": 9441, + "estimated_eval_tokens": 19138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues; a few are all tokenizer/v5 regressions, but none look like the same underlying bug. I\u2019d use 42898 as the closest representative issue, but only as a broad tokenizer-regression anchor, not a true duplicate hub.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 42898 is the broadest and most generally framed of the set, centered on a Transformers v5 tokenizer behavior regression. It is the closest available cluster anchor, though the surrounding issues span many unrelated subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the best issue to represent the cluster because it is a user-visible v5 regression in a core tokenizer path and is more general than the model-specific or tooling-specific issues. Still, it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Stuck loading Sentence Transformers vs embedding reinitialization after resize; different code paths and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is special-token insertion for a specific tokenizer." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to MoE load-balancing loss gating." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug is unrelated to Whisper word-timestamp decode crashing." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization behavior and ModelOutput key assignment are distinct problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup-space regression and Granite token-ID regression are different tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is different from add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and meta-init incompatibility are unrelated multimodal failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but Deepseek codec/regex handling is a different bug from clean_up_tokenization_spaces." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-Transformers import NameError and missing Qwen2_5_VL export are different import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing on future annotations." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Generic cleanup-space change and Kimi-K2.5 codec regression are different tokenizer problems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer v5 behavior change is unrelated to processor.tokenizer/image passing regression." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-state reporting and Llama 3.2 Vision model loading are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Version bump for PEFT and leftover dummy classes failing repo checks are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is not the same as a missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args being ignored is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and dummy class cleanup are separate repository hygiene issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained in MoE and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failure is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow tracking bug and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors, but on different optional-dependency paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the optimizer double-step deepspeed bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated API regressions." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and missing processor files are distinct serialization issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer junk are unrelated v5 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": 21, + "review_unit_index": 44, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44373|issue:44485", + "issue:43122|issue:46209", + "issue:43232|issue:46424", + "issue:44222|issue:44484", + "issue:44206|issue:45103", + "issue:46209|issue:46431", + "issue:44190|issue:46082", + "issue:46305|issue:46655", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:45381|issue:46305", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44263|issue:44373", + "issue:44829|issue:46002" + ], + "prepared_review_unit_hash": "7811663803bb8410a1e1925baa9aeedd497bab4ef834a60756cc3043d75b59f7", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative cluster with no strong duplicate pairs supported by the packet. The one previously accepted DSA pair is too weakly evidenced here and should be rejected; the titles are only thematically similar and there is no body/diff proof of the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44263 is the most concrete code-path-specific report in the set, but it is better viewed as a representative issue than a proven duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizer/loading behavior, but one is a BPE-marker handling bug and the other is an AutoTokenizer.from_pretrained import/load regression." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: category-cardinality RuntimeError vs changed behavior of AttentionInterface.register." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency paths; not the same underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a Qwen3.5 from_pretrained failure are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different config-validation problems: generic PretrainedConfig type checking vs LlamaConfig head_dim constraints." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior vs remote-code checkpoint/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same issue as a RoPE implementation bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache, but one is a sync_gpus kwarg bug and the other is cache-length handling." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is shard-size default behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor arg incompatibility and auto-docstring future-annotations crash are different subsystems." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in processor are different failures." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are vision/streaming preprocessing bugs, but they affect different models and different calculations." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video attribute failure and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "KV-cache continuation indexing crash and lazy cache recompilation are different cache bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs bug and long-OCR index error are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read issue and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config mismatch are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve position/mask logic in vision/video, but they are model-specific bugs with different symptoms and paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "The packet only shows a loose shared DSA indexer theme; the titles are not near-identical and there is no body/diff evidence that they are the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and siglip2 zero-probabilities are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk values and streaming mask off-by-one are different bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are model compatibility/save-load regressions, but they affect different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Quantized-model save/load corruption and sinq quantization breakage are distinct serialization/quantization problems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues and Qwen3.5 from_pretrained errors are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a performance regression in SequenceFeatureExtractor.pad are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "The DSA indexer bug and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs at checkout/init are different classification problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the one accepted pair is overstated for the packet: issue:44263 and issue:44360 are only loosely linked by the shared DSA indexer theme in their titles, not by near-identical wording or any body/diff evidence shown here. The claim that they are a clear/true duplicate pair with the same concrete bug is stronger than the packet supports, so this should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 45, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44704", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:42831|issue:44038", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:43479|issue:44913", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:42757|issue:45278", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:44261|issue:44373", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:41628|issue:45278", + "issue:39401|issue:44488" + ], + "prepared_review_unit_hash": "601ffb287cb3b9c34e97e861cc02b6e2f32099dac133861f4160578062154527", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35807, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues with rough theme overlap around imports, tokenizers, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after an upgrade; it is the best representative issue even though the cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally useful triage target because it can subsume a family of import-regression reports better than the narrower, model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and different failure modes: FP8 accuracy regression vs Qwen3-VL-Moe / v5 bug report." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is a chat-completions API acceptance crash; the other is a Gemma4Processor attribute error in serve." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and XLMRoberta + FlashAttention2 are unrelated problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different regressions." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention SAM3, but one is a model-type warning and the other is missing text-encoder weights." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default vision/audio config initialization and rotary_pct reload behavior are separate config bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing module import is not the same as tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issues and an infinite loop on a specific image are different defects." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific offline_mode symbol import and the other is a broad upgrade regression." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset mappings and missing BOS/EOS insertion are distinct tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and sentence-transformers loading hangs are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation keyword handling after sync_gpus is unrelated to auxiliary-loss behavior in D-FINE." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading offline and quantized model saving are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type warning for sam3_tracker is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel branching and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling and cross-version tokenization differences are related only at a high level, not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads on init are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile + SDPA on Bamba and AttentionInterface.register behavior changes are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values in an indexer are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a wrong position_ids docstring are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and an import NameError in sentence-transformers are unrelated regressions." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are distinct problems." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect output under pipeline parallelism do not share the same code path." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stuck and a MacOS bus error are both runtime problems but not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer loss and Qwen3-Next tied-weights warnings are unrelated architecture issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different API bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "An AutoImageProcessor import error is narrower than a broad many-import-errors regression; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping and failure to load a specific model are unrelated tokenizer/model-loading 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": 21, + "review_unit_index": 46, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "f2095877dd810960400b75c20e7cc4129a7190d144c453b56ef459821443bd8f", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36985, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of unrelated issues: import errors, tokenizer regressions, multimodal/chat-template bugs, training/runtime problems, and version-compatibility reports. I do not see any true duplicate pair among the soft edges.", + "confidence": 0.29, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue 45278 is the broadest umbrella-style report (many import errors after an upgrade), but it is still not a real duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general and highest-level symptom in the set; the rest are narrower, distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: Python version compatibility versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading related, but one is a save/load dequantization problem and the other is a multimodal model load failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different import breakages in different integration paths: sentence-transformers import failure versus stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "One is about dequantized model saving, the other about invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA/ReLU discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different models and symptoms: config propagation bug versus degenerate training with flash_attention_3." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug versus multimodal assistant mask bug; same area, different code path." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but one is version-to-version output differences and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior regression versus multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug versus tokenizer_class metadata mismatch in save_pretrained; unrelated failures." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute in the vision encoder output." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output issue versus Gemma 4 mm_token_type_ids defaulting; different symptoms and fixes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failure versus gguf_file loading failures for AutoTokenizer/AutoModel; different mechanisms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe issue versus position_ids buffer access error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both touch tokenization, but offset_mapping regression and stale phonemizer backend state are separate problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8/Qwen3-VL-Moe issues; one is model-specific, the other is save_pretrained for moe FP8." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Older import error for transformers.onnx versus slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/from_pretrained regressions, but one is saved checkpoint correctness and the other is a from_pretrained error; not clearly one bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different release breakages." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions across versions, but they affect different models and distinct tokenization logic." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Shared import-error pattern only; missing is_offline_mode from huggingface_hub is not the same as missing HybridCache from transformers." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug versus example-script multi-label classification issue; separate subsystems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline parallelism causing wrong LLM output." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different compatibility failures: missing TensorFlow backend in pip install and Python 3.14 load failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No relation between an ONNX import error and a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3.5 issues: SigLIP2 implementation discrepancy versus an infinite-loop image case." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation bug versus GLM-5 RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol in configuration_utils and the other is broader post-upgrade import failures." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer-related bugs: v5 clean_up_tokenization_spaces behavior versus stale phonemizer language state." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions with different root causes: decoder type selection versus Deepseek tokenization output changes." + } + ] + }, + "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": 21, + "review_unit_index": 47, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:42371|issue:43874", + "issue:44038|issue:45478", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43992|issue:44704", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:45071|issue:46614", + "issue:44291|issue:45071", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "a2978a37c580ef3066697480713265f181a06ed4f170d4fdc04001b9c9235139", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36885, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same exact bug/change under a strict duplicate standard; most are only loosely related by subsystem or model family. The strongest standalone issue is the v5 `base_model_prefix` loading regression.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43611 is the most concrete and broadly representative regression here: it names a specific v5 loading failure path (`base_model_prefix`) with a clear, actionable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best overall issue candidate because it is specific, reproducible, and framed as a real code-path regression rather than a vague symptom or documentation mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Both mention bad runtime behavior, but one is VRAM leakage in Qwen3 dataloader-thread use and the other is bfloat16 dtype mismatches in CI; different failure modes and code paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "One is a v5 model-loading regression around `base_model_prefix`; the other is NaNs after checkout/init in classification heads. Not the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label empty outputs in an example script and SigLIP2 HF-vs-JAX discrepancy are unrelated behaviors in different areas." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both involve version checks, but one is a Python-version compatibility problem and the other is a PyTorch import gate for flex attention; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name typo are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-processor method are completely different issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE models under Transformers v5, but the titles point to different model variants and different symptoms; insufficient evidence of one concrete shared bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation for Qwen3.5 and NaNs in classification heads are different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "One is incorrect visual encoder key saving; the other is a `from_pretrained` error for Qwen3.5 MoE. Save/load regressions in the same family are not enough to merge them." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing `embed_tokens.weight` during `from_pretrained` and missing kwargs passed to `cached_file` are distinct loading-path bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected feature-length calculation and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Wrong SGD args and `trainer.evaluate()` failing after `trainer.train()` are different training issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose imports and Ministral flash-attention failure are different model-specific problems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and a `pipeline()` error-message/docs issue are not the same change." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT-2 flash-attention support and a generic flash-attention issue are too broad and not demonstrably the same bug." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3 dataloader threads and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing generation cache during chunked prefill are different distributed-training vs generation bugs." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in Qwen3 versus video padding calculation in SmolVLM are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid `GenerationConfig` and a stale warning for `num_return_sequences` are different generation issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing `pipeline()` and an incorrect PyTorch version check are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are both tokenizer-related but clearly different defects." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored in SDPA/FlashAttention and Gemma4 bidirectional-mask handling are different attention-path bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression and Wav2Vec2 phonemizer stale language state are different tokenizer/phonemizer issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "A mapping-name lookup returning `None` and a flash-attention `AttributeError` on `s_aux=None` are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and `SequenceFeatureExtractor.pad` inefficiency are separate concerns." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PretrainedConfig type checking and phonemizer backend state are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` unexpected argument and `PretrainedConfig` type checking are different compatibility regressions." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leakage in Qwen3 threads and a reproduction of an older issue are not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a PyTorch version check bug are different dependency issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "`lm_head.weight` serialization inconsistency and NaNs in classification heads are unrelated model state problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong Qwen3 offset mapping and incorrect Deepseek tokenizer results are different tokenizer 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": 21, + "review_unit_index": 48, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:42371|issue:46617", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:42175|issue:42222", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "9597c284957055a4eaa6a3b5e8c59d7ec963b24281545497ad5672f11e636b96", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports from broad Transformers areas (tokenizers, configs, loading, testing, video, optimizer). None of the soft pairs look like the same concrete bug closely enough to merge, so all candidate duplicate links should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44117 is the clearest single bug report to anchor the cluster: it describes a specific `from_pretrained` assumption failure when `TOKENIZER_MAPPING_NAMES` returns `None`, with a direct runtime path and actionable fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is the best representative issue because it is narrowly scoped, reproducible, and centered on a concrete code-path bug rather than a broad symptom or documentation-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different failure modes: invalid `GenerationConfig` vs flash-attention generation behavior." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-shape bug; the other is an import/optional-dependency crash in AutoProcessor." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and distinct problems: missing projections vs a MoE `from_pretrained` error." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a small utility bug while the other is a pytest-xdist race condition; not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Training instability under flash-attention-3 is unrelated to the Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing helper bug vs feature-extractor padding performance issue; different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config handling, but one is type-checking breakage and the other is stale `dtype` state after `from_config`." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling and Mistral regex patching are separate tokenizer-loading failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs noisy logging message; no shared underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure is unrelated to the testing utils issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 tracker/video-model warning is not the same problem as a MobileLLM config KeyError." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage and tensorflow_text backend mapping errors are different loading/backend issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to SequenceFeatureExtractor padding." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API deprecation warning and MLA RMS norm epsilon precision issue are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading vs a documentation parameter-name typo; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior warning and trust_remote_code cache FileNotFoundError are different issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default question is unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression and FP8/B200 inference failure are different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validity and missing `model_type` are both config-related, but they are distinct failures with different fixes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from `image_utils` is not the same as broad import errors after upgrade." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3next bugs and different code paths; not mergeable as one PR-equivalent fix." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for `layer_type_validation` and `_torch_extract_fbank_features` bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Unused SGD args and deepspeed double-step are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder-type handling and the other is broader tokenization differences; insufficient evidence of one root cause." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose breakage is unrelated to the TensorFlow backend being absent when only tensorboard is installed." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field and unexpected position-id keys are different migration/regression problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A `torch.split` return-value issue in one GLM component is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend-install packaging issue and vitpose model breakage are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5.0.0 is unrelated to the testing_utils 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": 21, + "review_unit_index": 49, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:43012|issue:43577", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:45753|issue:46369", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:46655|issue:46664", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "2e06360a9fedbe5429c101c31eec607394eefb7d29dc413cbe36985c10e577ee", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37363, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "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: import errors, model-specific loading failures, attention/processor bugs, and a few API/doc issues. I don\u2019t see any soft pair that clearly points to the same underlying bug/change, so I reject all candidate duplicate edges.", + "confidence": 0.39, + "canonical_issue_reason": "issue:41628 is the best representative of the cluster\u2019s broad, user-facing v5 breakage pattern: a top-level import regression, which is more central than the many model-specific bugs here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generally actionable representative: it affects the public import surface and fits the cluster\u2019s recurring theme of release regressions better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model/component bugs: a missing image processor method vs a layernorm epsilon precision issue." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is an import failure and the other is a type-checking break; not the same code-path bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect model dtype loading for BLIP2." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated regressions: PreTrainedConfig type checking vs TensorBoard/TensorFlow backend detection." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model-loading failures: weight-shape mismatch vs missing projections." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both mention tensor ops, but they are different model implementations and different failures." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA ReLU absence is not the same bug as the DeepSeek-V4 tensor transpose issue." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both concern chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming-specific failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different problems: save_pretrained shard sizing question vs Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Same feature area, but different model-specific Flash Attention 2 support gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3/VL-related, but the reported failures are different and model-specific." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is unsupported-model behavior and the other is degenerate training with Flash Attention 3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config option in v5; the other is a gguf/from_pretrained loading breakage." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated internals bug vs a testing utility issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading crash due to missing torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and likely different causes: infinite loop on a specific image vs memory overflow." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import surface issue vs a documentation/parameter-name mismatch; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related failures in different code paths; not a single underlying defect." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different numerical/configuration bugs in different model families." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to a physical-intelligence model load failure." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in generation is unrelated to MaskGenerationPipeline batch-finalization behavior." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence is a broader model implementation mismatch, not the same as the DeepSeek-V4 comb transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed embedding-tie API and flash_attention.py sink-less crash are different regressions." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading dependency crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application are different training issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading-time failures, but one is missing torchvision and the other is a missing mistral_common symbol." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video processor issues, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config API in v5 is unrelated to quantized-model save/load breakage." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen/MoE config/model issues; one is missing projections, the other is a silently dropped config field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-related, but they describe different model regressions in different paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing exports and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 50, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43208|issue:43526" + ], + "prepared_review_unit_hash": "70ba11e5f506d7821e1dc0eb764fc17fef98377fe28f0e126283f9dbf2439577", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37787, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated issues, mostly distinct import/config/training regressions. None of the proposed soft pairs look like true duplicates, so I would reject all of them. If one issue had to anchor triage, issue 43824 is the strongest standalone report.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43824 is the clearest high-signal standalone issue in the set: concrete ImportError, reproducible, and already referenced by other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best issue to keep as the representative triage item because it is specific, user-facing, and has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a SAM HQ test seed flake; the other is a noisy logging complaint. Different bugs and fixes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer failures: AddedToken argument collision vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings removal is an API change; offloading with quantization is a separate runtime behavior bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing UMT5Encoder weights are unrelated pretrained-loading issues." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train and import failure until uninstalling datasets are different code paths and symptoms." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are unrelated subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization and recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for AutoProcessor video loading is not the same as a tokenizer mapping None bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend mapping validation are different import/setup problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A missing dependency crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline translation error and inability to save Pipeline objects are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects involve different serialization paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a Bamba SDPA compilation failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage in dummy_pt_objects.py is a code hygiene issue, not the same as noisy logging." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and Qwen3_5 infinite looping are unrelated problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch bfloat16 precision warning is unrelated to tie_word_embeddings warnings during LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is not about the default 50GB shard size." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are too underspecified to treat as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API and a logging message complaint do not share the same underlying defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gating for Nemotron and GPT2 attention scaling under SDPA are different model/backend issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model backend limitation is unrelated to a Python version compatibility regression." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose complaint are different model failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to an import conflict involving datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is not the same as AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different serialization/loading issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and zero-loss sequence classification are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size missing and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import failure are different dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are distinct import errors." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Path-trailing-slash import warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels bug are different model/preprocessor 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": 21, + "review_unit_index": 51, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:43012|issue:44683", + "issue:45600|issue:46298", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:45276|issue:46077", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:44075|issue:46365" + ], + "prepared_review_unit_hash": "c141729f8321fdfc79c694c2d1a4c916a5e9ea086a3c6047ec9d227ebdcd092d", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35878, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and import/load failures, with several superficially similar v5/Qwen/CLIP/Gemma issues that are not the same underlying bug. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43611 is the broadest, most representative regression here: a general Transformers 5.0 model-loading break tied to base_model_prefix, which better fits the cluster\u2019s recurring theme of v5 load/save regressions than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it describes a core, high-impact v5 loading regression affecting multiple models, whereas most other items are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are PyTorch/precision-related, but one is a bfloat16 compile warning and the other is a flex_attention failure on torch>=2.9; different symptoms and code paths." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "One is a CI break from stale auto_mappings references, the other is just a noisy logging message; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A /v1/chat/completions request rejection and a batched chat template crash are different frontend/chat-template problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not mergeable as one fix." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module after save/load is unrelated to the DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one concerns missing attentions and the other missing hidden_states; distinct outputs and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling ignored are unrelated model/backend bugs." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/runtime failures: a missing configuration_utils symbol versus network requests despite local_files_only=True." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and state_dict-sorted load error are different loading bugs with different triggers." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer loss and GLM-5 RoPE discussion do not point to the same concrete defect." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure both involve saving, but they affect different object types and code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and importing Trainer failing due to datasets are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection and apply_chat_template crash with tool-call assistant messages are different chat-handling bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "resize_token_embeddings not updating Gemma4 embeddings and Gemma4 bidirectional attention mask construction are separate model bugs." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "A v5 tokenization-space behavior change and a wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different dependency breaks." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronHForCausalLM and invalid GenerationConfig for GLM-5 are unrelated generation/model issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained behavior." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "General model loading break via base_model_prefix is unrelated to saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and optimizer SGD args not used are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both environment/version compatibility issues, but they concern different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load failure and incorrect Qwen3.5 saved checkpoint are different save/load regressions." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation for num_labels and Gemma4 attention mask construction are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention and LlamaConfig head_dim validation are separate config/model checks." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are different attribute regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions missing and Qwen3.5 checkpoint corruption are unrelated model-specific regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation problems for different models; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5 loading and Qwen3.5 from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import conflict with datasets 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": 21, + "review_unit_index": 52, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43874|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:44734|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132" + ], + "prepared_review_unit_hash": "d1a1de33e60204517f6147e28536502dc43e4d0f165def254f02c6d408f3be2d", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36315, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly broad v5 regression reports with only topical similarity; I don\u2019t see a strong duplicate cluster here, so all soft pairs are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the best umbrella issue in this set: it is concrete, version-specific, and broadly matches the recurring v5 import/load regression theme better than the more narrow or vague reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global representative because it is the clearest high-level report of the shared upgrade regression pattern, while still being specific enough to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration is a different bug from broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python-file import failures and the torch.jit comment/IndentationError are different code paths and failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order problems are not the same as a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A load failure with sorted state_dicts is not the same as the Gemma pipeline roundtrip token issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and FSDP2/PEFT optimizer-state corruption are unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky test seeding problems and an xdist race on captured_info.txt are different test infra issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention slow imports, but one is a concrete import-star cleanup issue and the other is a vague intermittent slowdown report; not enough to confirm the same fix." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Torch-no_grad decoration of update methods is not the same as a broad statement that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs and Qwen2-57B-A14B-Instruct OOM on load are different problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading and incorrect visual-encoder keys in save_pretrained are different regression points." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A no_grad decoration request has nothing to do with Python-version compatibility on load." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing attentions assignment in CLIPOutput is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are different model-specific loading issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-not-found ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIPTextModel structure inconsistency are not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and DeepseekV3MoE divergence from remote implementation are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related flaky tests and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior changes and SmolVLM num_frames semantics are different API changes." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SamHQ test seeding flakiness and GraniteSpeech stale device-override CI failure are different test failures." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A missing set_seed in SamHQ tests is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-argument duplication are different tokenizer/loading bugs." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to cache loading FileNotFoundError for trust_remote_code models." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading a v4.57 checkpoint after upgrade are related only at a very broad level, not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issues and missing _tp_plan for tensor parallelism are distinct concerns." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload incompatibility are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and cache-loading FileNotFoundError are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Decorating cache update methods with no_grad is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior changes are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 53, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:36296|issue:43526", + "issue:43475|issue:46617", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "e4ceee44049ca0de43147779c4944357ebd9253b1dbb077dd9f4312af771168f", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38280, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items mostly form a loose Transformers v5 regression/loading/import cluster, but the titles don\u2019t align tightly enough to treat the soft links as true duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the cluster\u2019s repeated \u201cv5 breaks X\u201d reports, even though it is very generic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative cluster anchor because it captures the 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"issue:44961", + "accept": false, + "reason": "Documentation cleanup and an unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version regressions, but they affect different models and loading paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and PretrainedConfig typing are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different problems: compiled Python file handling vs pipeline save_pretrained." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both involve loading, but one is tokenizer regression and the other is a specific model-loading breakage." + }, + { + "left": 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"issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio bug are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are load/import failures, but one is an import symbol issue and the other is cache file lookup." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation bug and placeholder issue are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/Qwen-related, but one is save_pretrained and the other is inference support." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and a docs-only pipeline note are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs propagation and attention-interface use are related but not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision output attribute bug and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports from different APIs." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: Liger Kernel application vs FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE bug and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a broad umbrella, but the concrete model crash is a different report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache regression and a cache-strategy typo are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 54, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "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:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45381", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:45381|issue:46664", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + 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"right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as the broad model-regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 Moe from_pretrained failure are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility and inability to import Qwen3_5ForCausalLM are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init validation and tied-weight key handling are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward args and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are distinct problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Both are v5 runtime regressions, but one is the env command and the other is lazy loading; no shared concrete fix is evident." + } + ] + }, + "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": 21, + "review_unit_index": 55, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + 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"issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "5ae7342d47f16cd275951105613d6fb6d2b51ba297ce69727131a8f37a1dc387", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39010, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues, not a tight duplicate cluster. I found no PRs, and none of the soft edges is strong enough to merge as the same underlying bug/change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:42913 is the cleanest broad regression report in the set: tokenizer behavior changed from v4 to v5, which makes it the best umbrella issue among the tokenizer-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 is the best issue to anchor this group because it is specific enough to be actionable yet broad enough to represent the v4\u2192v5 tokenizer regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but they concern different models and different calculations (timestamp vs padding)." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model internals: a DSA indexer ReLU complaint versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different code paths: saving Pipeline objects versus a tied-weights helper crashing on list input." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a vague placeholder bug report; the other is a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "A broken env command is not the same issue as a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different multimodal model bugs: Qwen3VL timestamp math versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp handling and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in multi-threaded inference are different problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is expert gating and the other is a tensor transpose/dtype issue." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and forward-pass documentation are not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific bugs with no clear shared failure mode." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage is far too broad to be the same as a specific Qwen3_5 import error." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and video timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak are not the same underlying issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing processor save files are different save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A torch.split return-value issue in one model is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch does not match an audio positional-encoding bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in one MLA path is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor is not the same as a VRAM leak in dataloader threads." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing a missing symbol and failing to import a Qwen3_5 module are different import-path failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 complaints, but one is a broad behavior regression and the other is a specific decoder-type bug; not enough evidence they are the same defect." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT-2 support and the other is only a generic title with no shared concrete code path." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated placeholder issue have no duplicate signal." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and a nonspecific placeholder issue are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and a placeholder bug report are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue cannot be treated as the same bug as broad v5 breakage." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the placeholder report." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights AttributeError and a chat-template/tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in a config is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and a missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx absence is not the same as tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support for qwen3-vl/qwen3.5 moe is unrelated to processor save_pretrained file loss." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2.0 support requests for different models are related only at a broad feature level, not the same concrete bug/change." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs and checkpoint load performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support and a from_pretrained regression for Qwen3.5 MoE are not the same underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Loading speed and tokenizer loading regression are different failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support and qwen3-vl fp8 inference support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 56, + "review_unit_count": 56, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-472", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "e498ad25c21508978c8e2acbc731a1258f735b3e6f477d47601380a175a01cf2", + "component_budget": { + "node_count": 472, + "item_count": 472, + "soft_pair_count": 1732, + "serialized_chars": 898654, + "estimated_input_tokens": 224664, + "estimated_eval_tokens": 449584 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8611, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss behavior. No soft pair looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 init weights vs RoFormer attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint typo vs tokenizer regex warning regression; no shared concrete code path." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs forwarding are separate issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different components and symptoms: segmentation loss ignore value vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in model or code path; these describe distinct bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling vs a quantization attribute typo; not the same change." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic kwargs forwarding bug and ModernBERT type annotation issue are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but in different files and unrelated code paths." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERT type hint bug are separate and not mergeable as one fix." + } + ] + }, + "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": 21, + "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": "33cfa142543e3238c6af8c0892fecf36ff53a3f817fc0e6044424ec57d6c6a9e", + "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 not duplicates: they ask for unrelated features in different subsystems (tokenizer truncation behavior, ReduceLROnPlateau-style scheduling, and Wav2Vec2 word timestamps).", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated feature requests and should not be clustered as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "11307 is the most active issue, but it is still not a good cluster representative because it targets Wav2Vec2 timestamp extraction, not the other two feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different requests in different areas: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation feature request and ReduceLROnPlateau-like scheduler functionality are unrelated." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Training-scheduler behavior and speech-model timestamp extraction do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 21, + "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": "737d5d7d51c428566958f6333435517453b5081ff3742797bd63d5fcb6a19323", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one is about Tapas tokenization parity, one about auth/error messaging for private model downloads, and one about failing to load bert-base-uncased. The only mild overlap is in model-loading context, but the underlying problems differ.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the best representative because it is the most concrete and broadly relevant model-loading failure; the others are separate, narrower problems.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest standalone issue to keep as the primary reference for this cluster since it describes an actual loading failure rather than a tokenization mismatch or a specific auth error message.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization differs from TensorFlow code; this is a tokenization/parity problem, not a model-loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about the error message when downloading a private model without login, while #16618 is about failing to load a public model; same area, different underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "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": "78a950062208038791a11b514b1101d50f74caa827cc4e1e427842d73f261cb4", + "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 unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only broad \u201ccommunity contribution\u201d framing and are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different targets and code paths: Flash Attention 2 vs GGUF support. Same broad subsystem category, but not the same bug/change and not mergeable as one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "8aea67475bfbc0fb5705dd90465b46429e3e79e02c39e8abf395ab033064b2be", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13530, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n translation-request issues, but they are not all the same underlying request. The exact duplicates appear to be the placeholder-title subgroup (43834/44365/44370) and the identical Thai pair (46222/46226); the Turkish, Spanish, and Romanian requests are distinct and should not be merged together.", + "confidence": 0.58, + "canonical_issue_reason": "43834 is the earliest issue in the largest near-identical placeholder-title subgroup, so it is the best single representative within that duplicate slice.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best overall issue representative for the repeated placeholder-template translation issues, but the broader cluster is heterogeneous by language.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish vs. generic placeholder translation request; different underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder translation request; different underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian), so not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian), so not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request and Thai request are different underlying issues." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request and Thai request are different underlying issues." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder-title translation request and near-exact body match; likely duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different language/content group; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and effectively identical content; likely duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish, Spanish, Romanian, placeholder-title, and Thai items are clearly different language/request groups based on titles and timestamps, while the placeholder-title trio and Thai pair have strong near-identical/identical similarity signals. The soft-edge verdicts are conservative overall, and the accepted duplicate pairs are supported by the high similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "af016ceaf7e12eb91cff593927ba9c07d2454e90aa5d99256e0e3c6c0d2c9ce5", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose similarity cluster of distinct model-request issues (different model families and capabilities), not a duplicate set around one underlying bug or 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:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); similar wording only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model requests (EuroBert vs RF-DETR) with no shared code-path evidence." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model additions, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio; different architecture/domain." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Object detection model request vs sparse transformer request; distinct implementations." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR support; different model/task." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request is not the same as Qwen3-ASR support." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs sparse transformer; different model types and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; similar naming only, not the same model." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different features." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families/tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; no same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly on BERT wording." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE BERT-like models vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE/BERT architecture request is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR are related modalities but different concrete model/support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "TTS support requests for different models are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio model support vs sparse transformer request; not the same bug/change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both audio-related, but Qwen3-TTS and LFM2.5 Audio are different models and implementations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and audio model add are different concrete requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model categories and code paths." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs sparse transformer model request; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option; different feature areas." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request and EUPE request are different model changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are different modalities/models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT request is unrelated to the closed Mirko Privitera issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." + } + ] + }, + "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": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "7019f71682825cb6eb503eb50e6f3ffa6ca95c65e5793d32baabe527722be549", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They concern different domains and no shared issue targets or files are present.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation/framework listing vs a vision model positional-encoding refactor. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "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": "db31efadcc4c7b40d914e10293e4fc7a7bdf2128e3a740472da0d35e21e4cfab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a generic feature/behavior request about block decoding, while the other is a request for DeepSeek v3.2 model support. They describe different underlying work and would not be merged into a single fix.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue can be established from these two alone; they address different problems and neither subsumes the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete and actionable request because it names a specific model/version to support, whereas 41084 is broader and more ambiguous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding behavior vs. DeepSeek v3.2 support. They do not look like the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 21, + "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": "8d86a3cac52373a9e9cf93e4eb6cc170de4a58bd61ec19fd1f0c8f3f87bab1ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related by theme (custom trainers / Trainer internals) but describe different problems: one is about `remove_unused_column` behavior and customizability, the other about FLOPS estimation accounting for custom trainers. I would not treat them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #43598 is the cleaner representative because it has a concrete Trainer customization concern and a more specific scope.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best issue anchor for this cluster since it is the more concrete and actionable Trainer customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general Trainer/custom-trainer theme, but the underlying problems are different: unused-column removal vs FLOPS estimation logic. Not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "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": "bf052ec75dd592c67e94e7fd69280c4f497110b90a556fabf01a38021ed16182", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests for different model families and different auto classes, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue across the pair: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they target different code paths and different capabilities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 21, + "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": "db6a32418a5427da333863528568ab3d95403ee082792502ce209ee13bd46b2a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface\" look like the same duplicate report cluster; the separate \"Fett\" issue does not appear to be the same problem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the matching \"huggingface\" reports and there is no evidence that 43846 or 43859 describes a different underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative: same title as the other matching issues, earliest timestamp, and no conflicting evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying bug or request; \"Fett\" does not match the repeated \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very close creation times, and no distinguishing metadata; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no evidence of a different code path or request; this appears to be another duplicate of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing evidence; this appears to be the same underlying issue reported again." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and uses appropriately cautious language. The false links to issue:43835 are supported by the title mismatch, and the same-title huggingface issues are reasonably clustered with the available soft-similarity evidence. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "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": "f7fce232707d379657911afaf1f4d4f776ef3e9897a826c9de13a99d451c194e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam-like issues. Three issues share the exact same '' title and look like duplicates of each other; the remaining two are different titles and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44371 is the earliest of the exact '' duplicates, so it is the best representative for that mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the cleanest global representative because it matches the other exact spam duplicates and is the earliest of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same exact '' title and no distinguishing body/evidence; these look like the same spam issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same exact '' title and no distinguishing body/evidence; these look like the same spam issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Titles differ materially; 'Documentation Enhancement Suggestion' is not the same as an empty spam placeholder." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different title and apparent topic; 'Check out \"Google LLC\"' is not the same as ''." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Exact same '' title with no other evidence suggesting a difference." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no shared concrete issue content." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no shared concrete issue content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same \"\" title, while the other two have clearly different titles. The soft-edge accepts for the exact-title spam issues are conservative and supported by the sparse evidence; the rejections for the non-matching titles are also conservative. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "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": "4dfec64eb288facafdcf14142e94e365313a8ae891b0773bf8f8feb1840554eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share an identical title and a soft-similarity signal, but the packet does not provide enough body-level or technical evidence to confidently call them duplicates. Issue 45145 is still the best canonical anchor because it is earlier and has an inbound reference.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45145 is earlier and has an inbound reference, so it is the best anchor among the two similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the strongest representative because it is earlier and more connected than 45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and a soft-similarity score are not enough to establish a duplicate; the issue bodies may still contain meaningful technical differences, and no explicit linking evidence is present." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded (45145 is earlier and has an inbound reference), but the duplicate verdict is too strong for the packet. The evidence only shows identical titles and a soft-similarity signal; it does not establish that the issue bodies are substantially overlapping or that there are no distinguishing technical differences." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 21, + "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": 15, + "component_count": 21, + "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": "f7c4a8b9dab3181ee100f6a082f2c26866a5345f97a7d13204fb63425177b118", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one Gemma4/audio-module failure from `torch.finfo()` on `uint8` weights, and one BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an `AssertionError`. They share the broad theme of quantized inference but not the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate issue: the reports describe different failure modes and different code paths, despite both occurring during 4-bit inference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better representative bug report because it identifies a specific configuration trigger, a clearer root cause in `BitsAndBytesConfig`, and a broader, self-contained impact surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: these are distinct bugs. One is a Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights; the other is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion regression causing an `AssertionError`. Shared 4-bit inference context is too broad for duplication." + } + ] + }, + "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": 21, + "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": "9d222ccf9e236a9a2b737f7ef88bb89c4bbc8388379423409641f527ca0ad30b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated, likely spam/personal-name issues. They do not describe the same underlying bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles only share a surname pattern and both are just name/date strings; they do not describe the same issue or 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": 21, + "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": "cda98fe83d9f961afc716ecc47a2e04b482bf4b62d20056554d24aecd8146c53", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated name/date stubs and do not describe the same underlying bug or request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this cluster is a good canonical representative; both are unrelated and look like noise or accidental submissions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different individuals and different dates; there is no shared bug, feature request, or code context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "8eb6c1a52eb6b117eaf57d0095f45637f08718275b74dccdbc7facb9f5b659dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more concrete and actionable standalone request; issue:46295 is broader and unrelated to the other item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: these are different requests with no shared underlying bug or change. One is a model-head/architecture feature request, the other is training precision support (FP8)." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "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": "2f54f7ac078b3d29f8c38d623679732334bd05291af323d92840cbcec093993b", + "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": "The cluster is not a single duplicate set: it contains two exact duplicate issue pairs about different DataForge feature requests, plus one unrelated dataset/sample issue. Only the identical-title pairs should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items split into separate topics. If forced to pick one representative, issue:45870 is the cleanest canonical for its exact duplicate pair with issue:45871.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45870 is the best representative of one true duplicate pair: it has an identical twin (issue:45871) and is the earlier copy. The rest of the cluster is a different feature request or unrelated sample-data post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle versus an example for financial time series prediction. Same broad domain, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a dataset bundle versus an example for financial time series prediction. Not the same change or bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: same title and effectively the same financial time series prediction example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related only at a high level (financial/DataForge), but one asks for an example and the other for a scraping service feature. Different underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related only at a high level (financial/DataForge), but one asks for an example and the other for a scraping service feature. Different underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature requests: example prediction workflow versus time-series-plus-scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different feature requests: example prediction workflow versus time-series-plus-scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: same title and same DataForge time-series + scraping service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster clearly splits into the dataset/sample issue and two same-title DataForge request pairs, and the non-duplicate rejections are conservative. The only slight stretch is calling the same-title pairs \u201cexact\u201d duplicates without body text, but the metadata supports them well enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "8497c5ed3add7fdd0c9b4c29732916c73adbef5b206bf56d55820a21385d8e3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different concrete failures: one is shape corruption during early initialization, the other is a Qwen3.5 `KeyError` on `linear_attention`. They may be related, but there isn\u2019t enough evidence to treat them as the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than a single model-specific crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it frames the likely root cause and failure mode more generally; 46441 looks like a specific manifestation or adjacent bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject as a duplicate: both mention static cache and linear-attention, but the reported failures are different (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and there\u2019s no shared code/path evidence tying them to one concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "ffa850371bba38da396a1b2225a2c51b916a9b6d0fba21fea6be5d8a739cf10f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a clear duplicate pair: both issues have the exact same title and appear to describe the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and matches #46551 exactly in title/content, making it the better canonical issue to keep tracking the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue in the cluster because it is open and can serve as the active tracker for this identical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same apparent description, same underlying tokenizer bug; these are duplicate reports of the exact issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the two issues have identical titles, identical body length, and soft-similarity/Jaccard support for duplication; choosing the open issue #46552 as the canonical tracker is conservative and well-supported. No overstatement beyond the provided 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": 39, + "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:46662" + ], + "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:46662", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:46662", + "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:45213|pull_request:46662", + "pull_request:45655|pull_request:46662", + "pull_request:44827|pull_request:46662", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e55b8a403118ca3b1d7ea699260ad0c5252e708a220161cda0cee0660ff94d14", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41942, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 24, + "serialized_chars": 41942, + "estimated_input_tokens": 10486, + "estimated_eval_tokens": 21228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a noisy similarity cluster: the items span unrelated model additions, tokenizer/processor tweaks, docs, export tests, and small bugfixes. The only true near-duplicate pair is the two loss_utils cross-entropy kwargs fixes (43251/43254).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster: most items are unrelated, and only 43251/43254 are actually the same underlying code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative of the only real duplicate-like change in the set: it directly fixes fixed_cross_entropy for the tracked issue 43240 and is the more explicit version of the two loss PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/doc addition vs ExecuTorch dynamic-shape test. Same broad area of testing/model infra, but not the same bug or mergeable fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer missing-methods fix vs ExecuTorch export test; unrelated code paths and functionality." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding MobileLLM model support. Different model families and changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness refactor vs adding MobileLLM. Both touch model plumbing, but not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs fix vs new MobileLLM model implementation; unrelated subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix vs Mistral4 test/model updates. No shared concrete bug or code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 fixes; only both are tests/model infra, not duplicates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46662", + "accept": false, + "reason": "Model addition for MobileLLM vs SmolVLM video padding fix; completely different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition vs config resolution order fix; unrelated scope." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-interface refactor; different models and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:46662", + "accept": false, + "reason": "Falcon standardized output refactor vs SmolVLM video padding; unrelated changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs/meta PR; not the same bug or feature." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs Mistral4 test fixes; different model code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs layrnorm->layernorm renaming across CLIP-like models. Similar ML area, but not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat response parsing overhaul; unrelated functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model work vs TDT loss kernel integration; different subsystems and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work vs config resolution ordering fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill/meta PR; not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs meta skill/documentation PR; unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:46662", + "accept": false, + "reason": "Meta model-creation skill PR vs SmolVLM video-padding fix; no shared bug or change." + }, + { + "left": "pull_request:45655", + "right": "pull_request:46662", + "accept": false, + "reason": "Config resolution-order fix vs SmolVLM video padding; unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46662", + "accept": false, + "reason": "Mistral4 fixes vs SmolVLM padding change; different models and problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify src/transformers/loss/loss_utils.py to fix the same fixed_cross_entropy kwargs handling for issue 43240; these are mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary conservatively identifies the only mergeable near-duplicate pair as 43251/43254, which both touch src/transformers/loss/loss_utils.py and the same tracked issue 43240. The rejected soft edges are also conservative: the paired PRs are in clearly different subsystems or feature areas, so they do not look like single-bugfix duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 39, + "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": "f81c16f80f5ce60bf9fe98d9855c3e6502377eb24f0228c1805a247ef8ac439a", + "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": "Both PRs are about VibeVoice, but they appear to be different deliverables: one is the base implementation, the other is a realtime variant/extension. They share several files because the second builds on the same model family, but they do not look like the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation, has much higher review activity, and is not a draft; PR 42781 is a later realtime follow-up rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it appears to establish the initial VibeVoice integration that the later realtime PR extends.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice files, this looks like a base implementation versus a realtime extension, not one identical bugfix/change that could be merged as a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 39, + "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": "a01c0455c3690d37c839ca5bdac6e61506a76946d3adc389962c7bf60befdcff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They share no filenames, code paths, or concrete bug/change target, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the more focused and review-active change, but it is still a separate DINOv3 feature addition, not a canonical duplicate for the TimesFM PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM forecasting with covariates versus DINOv3 image-classification support. No shared code path or mergeable overlapping 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": 4, + "component_count": 39, + "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": 39, + "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": "373ea9c3791a91c2ce818188a47a100c8eea678fdca97b30a412409d007dd1b4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6), not duplicate fixes for the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model integration with different code, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "#45630 is the strongest representative of the set because it is the most expansive and recent integration, with the broadest supporting changes and test coverage, though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different implementation targets; they only overlap on generic Hugging Face model-registration plumbing, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Both are new-model PRs, but for different models (Isaac vs Kimi2-6) with distinct code paths and artifacts, so they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 39, + "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": "f4ab91d2863d6358eb50653eaf53e65a309d302fd2b6b65115f738c8fbc6b6f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions maintenance PRs: one focused on Node 24 compatibility for workflow actions, the other on upgrading workflow/action versions more broadly, including docker/build-push-action. They overlap in area but do not look like the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest concrete motivation (Node 24 compatibility) and a focused set of workflow action version bumps tied to that goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative: it is the more specific, actionable workflow compatibility upgrade and better captures the cluster\u2019s shared maintenance theme than the broader version-bump PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrade PRs, but they target different action families and likely different maintenance concerns: checkout/cache/upload-artifact Node 24 compatibility versus docker/build-push-action and other latest-version bumps. Same subsystem, not the same concrete change or bug 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": 7, + "component_count": 39, + "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-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46641", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:46641", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:46641", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:46641", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46641", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "b5289b7ec47b729c3251064a01961be2034345ec040a1095fa18280598e6a69b", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 23138, + "estimated_input_tokens": 5785, + "estimated_eval_tokens": 11826 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 23138, + "estimated_input_tokens": 5785, + "estimated_eval_tokens": 11826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model additions plus one tiny docs-only punctuation fix. The only true duplicate-style pair is the Step3p7 mini-model/demo PR that supports the main Step3p7 Flash PR; the rest share boilerplate files but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. For the duplicate pair, PR 46562 is the main Step3p7 Flash model addition; PR 46658 is a supporting mini-model/demo bundle for the same feature rather than a separate change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best representative PR for the only real duplicate pair because it contains the primary model implementation and registry/docs/test wiring. PR 46658 is auxiliary scaffolding for that same feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs scaffolding is not enough." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Same repo boilerplate, different underlying feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46641", + "accept": false, + "reason": "ViT NEPA model addition vs a one-line docs punctuation fix; unrelated changes." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. Overlap is only generic docs/auto-registration files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model integrations, not the same code change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo model addition vs unrelated docs punctuation edit." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are distinct model additions despite shared registry/docs touchpoints." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46641", + "accept": false, + "reason": "Molmo2 model addition vs unrelated docs punctuation edit." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model integrations, not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-mapping edits do not imply the same change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46641", + "accept": false, + "reason": "CTSM model addition vs unrelated docs punctuation edit." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "Both are about Step3p7 Flash: 46562 adds the model, and 46658 is a mini-model/demo bundle for the same feature and could plausibly be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "67023dd68b492442a4b60bcfbf793cd64b37680ce71ee417a0e8d5ff6b14a4b2", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23161, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated despite superficial similarity in titles like \"fix\". I do not see a true duplicate cluster; the overlap is mostly broad test/code cleanup or generic bug-fix wording.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46579 is the best representative only in a loose sense: it is the broadest code cleanup/typo-fix change and the most generic among the set, whereas the others are narrow fixes in unrelated areas.", + "best_issue_reason": null, + "best_pr_reason": "PR #46579 is the strongest standalone PR here because it spans many code files and appears to be a coherent cross-cutting cleanup, unlike the other narrowly scoped and unrelated fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to CLIP/ViT test edits; same vague \"fix\" theme only." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to FP8 dequant/loading logic." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to generation watermarking/config validation." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility aliasing for tie_weights is not the same change as broad typo cleanup across many files." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test edits for CLIP/ViT are unrelated to Phimoe CI/integration-test infrastructure changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test assertions are unrelated to dequantization/model-loading fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to generation config watermarking validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Placeholder test edits are not the same underlying change as broad code typo fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading changes are unrelated to Phimoe integration-test/CI adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Dequantization kernel/loading fixes are unrelated to generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared file overlap is incidental; one is an FP8 dequant fix, the other is a broad typo cleanup." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation fixes are unrelated to code typo cleanup." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation changes are unrelated to Phimoe CI/integration-test fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation config validation fixes are not the same as generic typo edits across code files." + } + ] + }, + "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": 39, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "f393f7b122c41e1d66375792477cda0cc7473db6ec82f8218788b74b4dfee810", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated and should not be clustered as duplicates: one is a tiny setup/version-format bot check, the other is a broader workflow/test diff showcase. The only shared file is incidental.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43488 is a setup/version-format check, while 43532 targets CI/workflow and testing utilities; they do not represent the same change.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the better representative only in the sense that it is the larger, more informative PR; however, it is not a good global representative for the cluster because the artifacts are not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the PRs touch different code paths and purposes. 43488 changes setup.py/version/dependencies for a repo-bot check, while 43532 edits CI workflows, testing utilities, and tests. Shared test-file overlap is incidental, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 39, + "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": "ca9e574c16cec23046f4e251c42d52ac3811b11e6bb5309d62fb516b136df412", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related pipeline-adding PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation, with different docs, pipeline modules, tests, and model integrations. They are not duplicates and should not be merged as one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the better canonical PR only in the sense that it is the broader, more model-inclusive feature; however, it is not a duplicate of #43612 because it targets a different segmentation pipeline and different model family support.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone PR for the cluster because it covers the broader promptable visual segmentation feature and includes more integration points and tests. PR #43612 is a separate, narrower promptable concept segmentation pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: one adds PromptableConceptSegmentationPipeline, the other adds PromptableVisualSegmentationPipeline. They touch different docs, pipeline modules, tests, and model support, so they are related but not the same code-path fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 39, + "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": "9b3e9f41e8e175ed039ffc69dd7f8ba76467ec1bd2a881c3b4bdb83e0f510ef2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py` and are about custom trainer extensibility, but they modify different code paths: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering. They are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR here; `#43651` is the more concrete training-step fix, but `#43663` is a separate refactor for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "`#43651` is the better representative of the cluster because it is a self-contained behavioral fix in `training_step`; `#43663` addresses a different trainer override hook.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer behaviors: loss scaling vs. signature-column filtering. Shared file and custom-trainer theme are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 39, + "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": "ec05e31342ec1f204772faee19fd33f07b800f844da7e0f6aa0059f54c3116e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same import-time TypeAdapter NameError in `src/transformers/cli/serve.py`; they differ mainly in implementation style (`__future__`/typing cleanup vs `TYPE_CHECKING`-guarded import), not in the underlying code-path problem.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the tighter, more targeted fix for the same CLI `TypeAdapter` NameError, with less unrelated typing churn than #43656.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the cleanest standalone representation of the underlying bug: it avoids importing `TypeAdapter` at runtime and directly addresses the optional-pydantic NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same file and same concrete failure mode (`TypeAdapter` NameError during CLI serve import); the diffs are alternative implementations of the same fix rather than distinct changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file and are explicitly about the same `TypeAdapter` CLI NameError, with different implementation approaches shown in the diffs. The pair also looks mergeable as alternative fixes for the same bug, so the soft-edge acceptance is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "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": 39, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "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:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "71bc40cec62cb0454aca0d468ce19b160b63b9582c3960181a5acb2f5e5753b8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly independent per-model output-tracing refactors under the same umbrella issue. The only plausible duplicate-like overlap is the GPT-J/CodeGen line centered on 44722; the GPT-Neo pair and the rest are too model-specific to collapse into shared duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "Best anchor for the narrow GPT-J/CodeGen overlap: explicit #43979 linkage plus edits in both GPT-J and CodeGen files, making it the clearest representative of that small cluster.", + "best_issue_reason": null, + "best_pr_reason": "Most representative PR in the packet because it spans both GPT-J and CodeGen, carries the explicit issue link, and sits at the center of the only clearly related overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same broad tracing theme, but not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Distinct backbones; similar output-tracing refactor style only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same umbrella issue, but the file-level edits differ enough that this does not look like one mergeable PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; same decorator migration theme but not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the high-level tracing initiative matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementation paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same umbrella pattern, different model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-Neo output-tracing refactors, but the packet does not support treating these as the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; similar topic, different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and files; not the same underlying bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated concrete implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; same refactor pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model backbones; not a duplicate change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same standardized-output theme, but different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same general tracing effort, but different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; no shared code path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs Segformer; only the high-level refactor theme matches." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are separate model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping file-level changes; plausible duplicate implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing code path and decorator migration; the PRs look like overlapping variants of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; not the same change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViLT are different concrete refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are distinct model-specific changes despite similar output-capture plumbing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. It overstates two duplicate subclusters: (1) the GPT-J/CodeGen set is not a full trio because 44066\u219444085 is marked false in the packet, even though both connect to 44722; and (2) the GPT-Neo pair 44018\u219444068 is also marked false in the packet. Those accepted soft edges look like overreach relative to the provided evidence. The rest of the false edges are conservative, but the positive cluster claims need to be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 39, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "000bfa8be1162b6be794517cb9043f444ec15b52ec836a5375dde36e27135b83", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84509, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to migrate output tracing to the new standardized capture_outputs/can_return_tuple pattern, but they touch different architectures and code paths, so they are related by theme rather than duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best canonical representative because it has the clearest explicit issue linkage (43979) and a concrete, self-contained SpeechT5 output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone representative for the cluster because it is explicit about the target problem and has the most complete change description among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output code paths; not one mergeable duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but they apply to different model implementations (MPNet vs VisualBert) and are not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model-specific refactors with no shared code path; they only share the generalized output-tracing migration pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files; same broad subsystem, but not the same underlying bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These are separate model migrations (SqueezeBert vs SpeechT5) and should not be merged just because both adopt standardized output capture." + } + ] + }, + "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": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "b782142823a2550613e0935b86479d4d4e65bcd3c7f62cde48b814a96cbaf1ae", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly model-specific output-tracing refactors. They share a template and utility changes, but they do not fix the same underlying bug or change the same concrete code path, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here; if a single representative is needed, 44025 is the broadest example because it spans two related depth-anything variants.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the clearest cluster representative: it covers two closely related model files and reflects the shared output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model backbones and code paths; same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different multimodal models; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations with no shared bug or mergeable code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures; this is only a similar tracing refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model families; same utility pattern, not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and files; both refactor outputs but do not overlap semantically." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor style, but distinct model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; no shared underlying bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder model wrappers; similar maintenance, not duplicate work." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate wrappers and code paths; do not look like one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model domains and implementations; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model-specific tracing changes, not the same bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "No shared concrete code path; just analogous output-tracing cleanup." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Same high-level pattern, but separate models and changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model implementations with no common bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architecture families; no evidence of one underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and code paths; only superficially similar." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-related refactor vs. SuperPoint refactor; not the same change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors, but they target different model internals and problems." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and forward implementations; same theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Similar output refactor theme, but separate model logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Related wrapper patterns, but different model families and files." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Same utility refactor style, not the same code-path fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and outputs; no common bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; this is only a similar tracing refactor." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific changes with no shared underlying issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different wrappers and forward paths; not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision vs. speech encoder-decoder wrappers; analogous, not duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths and artifacts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models; only the output-tracing refactor pattern is shared." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Distinct models and implementations; no shared concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model families with unrelated internals." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model-specific refactors, not the same bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model architectures and forward paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vs. DPR are unrelated changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and code paths; no duplicate evidence." + } + ] + }, + "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": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "73664c823c8e7c4ebd63832013921ee2caf6c33b2451dd082b0df56d263c21ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both model-addition implementations, but they target different models and codepaths (PenguinVL vs Voxtral TTS), so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44662 is the stronger standalone representative: it is a full implementation PR with substantial review activity and a larger, more mature codebase addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is more self-contained and traceable because it explicitly targets an issue, but it is draft and narrower; #44662 is the better overall representative of the cluster's implementation work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different concrete features: PenguinVL implementation vs Voxtral TTS support. They share boilerplate auto-registration and docs patterns, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 39, + "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-44958-7", + "nodes": [ + "pull_request:44958", + "pull_request:45415", + "pull_request:45425", + "pull_request:46635", + "pull_request:46647", + "pull_request:46648", + "pull_request:46649" + ], + "soft_pairs": [ + "pull_request:44958|pull_request:46647", + "pull_request:44958|pull_request:46635", + "pull_request:45415|pull_request:45425", + "pull_request:45415|pull_request:46647", + "pull_request:45415|pull_request:46648", + "pull_request:45415|pull_request:46649", + "pull_request:45415|pull_request:46635", + "pull_request:46635|pull_request:46649", + "pull_request:46635|pull_request:46647", + "pull_request:46635|pull_request:46648", + "pull_request:46647|pull_request:46648", + "pull_request:46647|pull_request:46649", + "pull_request:46648|pull_request:46649" + ], + "prepared_review_unit_hash": "7dc80deb006eacc0f2176d1f72e7799f510a5d2199110660541cd8fbcca9a83f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 13, + "serialized_chars": 19759, + "estimated_input_tokens": 4940, + "estimated_eval_tokens": 10136 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 13, + "serialized_chars": 19759, + "estimated_input_tokens": 4940, + "estimated_eval_tokens": 10136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous maintenance work: one import-fix PR, one broad typing sweep, one typing-helper PR, and several unrelated typo-only PRs. I don\u2019t see any true duplicate PRs; the shared similarity is mostly superficial (same subsystem or style of cleanup).", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the most central and substantial maintenance change in the set, touching shared typing infrastructure and several core files; if one PR must anchor the cluster, it is the best representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest global representative because it is the broadest, most cross-cutting change and has the most direct connection to the shared typing files seen across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44958", + "right": "pull_request:46635", + "accept": false, + "reason": "Different fixes: one is an import-guard change for PILImageResampling, the other is a one-line typo cleanup in generation configuration." + }, + { + "left": "pull_request:44958", + "right": "pull_request:46647", + "accept": false, + "reason": "Both are small maintenance edits, but they fix unrelated files and problems; no shared concrete bug or code path." + }, + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking sweep while 45425 adds typing helpers and targeted model annotations; they are not the same change." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46647", + "accept": false, + "reason": "A broad typing sweep versus a typo-fix PR in rope/processing text; same general theme, but not the same underlying change." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46648", + "accept": false, + "reason": "The overlap is only in the broad typing/cleanup area; the actual edits target different files and fixes." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46649", + "accept": false, + "reason": "These are separate maintenance efforts with different concrete edits; shared subsystem alone is not enough to merge them." + }, + { + "left": "pull_request:45415", + "right": "pull_request:46635", + "accept": false, + "reason": "A project-wide typing sweep and a one-line typo fix are unrelated changes." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46649", + "accept": false, + "reason": "Both are typo fixes, but they correct different strings in different files and are not one concrete bug fix." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46647", + "accept": false, + "reason": "Same cleanup style, but different typo targets and different code areas; not duplicates." + }, + { + "left": "pull_request:46635", + "right": "pull_request:46648", + "accept": false, + "reason": "Different typo fixes in different files; they could coexist but are not the same underlying change." + }, + { + "left": "pull_request:46647", + "right": "pull_request:46648", + "accept": false, + "reason": "They overlap on some typo edits, but each PR also fixes different typos and file sets; not a single concrete bug/change." + }, + { + "left": "pull_request:46647", + "right": "pull_request:46649", + "accept": false, + "reason": "Shared typo-fix flavor, but the specific corrections differ and the PRs are not mergeable as one change." + }, + { + "left": "pull_request:46648", + "right": "pull_request:46649", + "accept": false, + "reason": "Both are typo-only maintenance PRs, but they fix different typos in different files; same style, not same bug." + } + ] + }, + "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": 39, + "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": "e29e6c049753c43291f03ea3fce118fc8e2a738c855bade8ce89bb278f6695da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: #44979 adds a general Module Fusion API, while #45363 builds a concrete n-to-1 kernel-fusion workflow on top of KernelConfig and integrations. They target different layers of the stack and would not be merged as one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the stronger representative for the cluster because it is the more concrete, user-facing change and covers the applied kernel-fusion path built on top of the fusion infrastructure.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best standalone PR in this cluster because it describes a specific end-to-end feature (KernelConfig-driven n-to-1 fusion) rather than only the underlying API scaffolding.", + "soft_edge_verdicts": [ + { + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", + "accept": false, + "reason": "Different scope and code paths: #44979 introduces a generic fusion API, while #45363 wires that idea into kernel fusion with `KernelConfig`, integrations, and an example. Related, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 39, + "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": "ffe95192a57138678e3a4f339c5a389e45d024126f69afa997bbe9028ceba535", + "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 target the same Mistral regex patch in the same file for the same issue; 45317 is the more complete duplicate because it includes test coverage in addition to the fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it contains the same code fix as 45086 plus accompanying tests, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the strongest standalone PR for this bug: same concrete fix, same target issue, and it adds validation coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex on the same code path and same issue target; 45317 simply adds tests, so these are duplicate PRs that could be merged into one." + } + ] + }, + "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": 39, + "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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "7617f38c34b80835559ae6b1702233cab67dcda591fd697415b72969b856eebb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13473, + "estimated_input_tokens": 3369, + "estimated_eval_tokens": 6994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster actually contains two separate themes: Nemotron-H architecture/refactor work and Nemotron ASR streaming work. The overlap is mostly broad subsystem/shared-infra similarity, not the same concrete change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the whole cluster, but 46565 is the best anchor for triage because it is the most complete and centrally connected to the ASR subgroup. The Nemotron-H PRs are a separate line of work.", + "best_issue_reason": null, + "best_pr_reason": "46565 is the broadest and most recent PR in the largest coherent subgroup, with the strongest overlap to 46332. It is the best representative PR for cluster review, though not a duplicate of the Nemotron-H work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same model family, but not the same change: 45115 is a narrow conversion/inheritance refactor, while 45569 introduces the dense/sparse split and documentation/model wiring. Too broad to merge as one PR." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Different features and model families: Nemotron-H architecture refactor versus Nemotron ASR streaming. Shared auto/doc plumbing is not enough to treat them as the same underlying change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-related, but they target different concrete model variants (Nemotron ASR vs Nemotron 3.5 ASR). The overlap is mostly shared infrastructure and docs, not one fix/change that should be merged into a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 39, + "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": "07126ee77d3a5b520f4209250940a609e9e08831b7dc24fce46bc1911b99e63d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-modeling PRs, but they are not duplicates: one adds per-layer config infrastructure, the other adds model/cache/masking support that consumes it.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the cleaner canonical representative because it introduces the foundational per-layer configuration API and helper plumbing; the larger PR #45332 depends on that groundwork and expands into modeling/runtime changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the best single PR to keep as the cluster representative since its scope is narrower and more self-contained, while #45332 is a broader follow-on that spans multiple code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same underlying change: #45333 implements heterogeneous config support, while #45332 implements heterogeneous model/runtime support using those configs. Shared files are supporting plumbing, not evidence of one mergeable PR for the same 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": 22, + "component_count": 39, + "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": "f53011b339c5e5bf5eafec27de267b3f5db4f7440cb4f187519dc913ccfc4474", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are different pull requests for different model families and different cache bugs: one fixes multi-token cached forward in Qwen3.5/GDN linear attention, the other fixes use_cache behavior for Mamba2 when seq_len > 1. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner representative: it has an explicit issue target, a narrowly scoped fix in one code path, and a focused test/update set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best standalone PR candidate because it is tightly scoped to a single concrete bug (use_cache with seq_len > 1) and directly documents the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different architectures: Qwen3.5/GDN linear attention cached multi-token forward vs. Mamba2 use_cache with seq_len > 1. They are not plausibly one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 39, + "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": "826e245a044a3194d6ee38c8e3979b343ad6afeb2ef2aaa03bdd39dbf03743fc", + "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 target expert-parallelism loading behavior, but they fix different concrete bugs: one is about DeepSpeed ZeRO-3 loading via accelerate launch, the other about FSDP2/rank-0 broadcast overwriting experts. They overlap in theme and one shared file, but are not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the fixes diverge by backend and failure mode (ZeRO-3/accelerate launch vs FSDP2 broadcast overwrite).", + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative of the shared EP-loading theme because it contains the more substantial, multi-file fix for a specific overwrite bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but they address different underlying bugs and code paths: 45548 targets DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes FSDP2/rank-0 broadcast overwriting expert parameters. Shared subsystem alone is not enough to merge them." + } + ] + }, + "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": 39, + "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": "993fe4e7c8dcb3b12c7f2b8ad57a53f79b2eaa3fb6ffc266aecbaa4fdd4d15a2", + "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 logging collision in testing_utils, with 45645 extending the fix to CI artifact collection and related cleanup. PR 45645 looks like the broader, more complete superset of 45639.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical choice because it subsumes the core xdist-safe captured_info fix in testing_utils and also updates CI/workflow handling so the new per-worker logs are actually collected and preserved.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it targets the same underlying bug as 45639 but covers the end-to-end artifact handling, not just the local logging write path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same captured_info/xdist collision problem in the same code path, and 45645 appears to be an expanded version of the same change rather than a separate 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": 25, + "component_count": 39, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "9e14b7cdec10f5e8596a1a8c80a79fed838ad21f15882275de76b32d6f76933c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7525, + "estimated_input_tokens": 1882, + "estimated_eval_tokens": 4020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "45670 is a separate AutoModel registration nit. 46320 and 46401 are both attn_implementation dispatch PRs, but they target different model families and code paths, so they are not duplicates of each other.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose 46401 as the best representative PR: it is the broadest attn_implementation dispatch change in this set, covering multiple BLIP-family models with tests/docs. It is not a duplicate of the other PRs, though.", + "best_issue_reason": null, + "best_pr_reason": "46401 is the strongest single representative of the cluster theme because it addresses the same general feature area across several related models; 46320 is narrower and 45670 is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different problems: 45670 adds an AutoModel mapping for glmasr/dia, while 46320 implements attention-dispatch support for RecurrentGemma." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different problems: 45670 is a model registry/nit change, while 46401 adds attn_implementation dispatch for BLIP-2/InstructBLIP family models." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Same broad feature area, but different concrete code paths and model families; these could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "39fbe6dfd6a9f339c39e2a5f408fa3a472bb95d09e877aec198ac7a96e2f1239", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both linter-rule implementation PRs in transformers, but they target different rules and different code paths: TRF003 for model forward signatures versus TRF018 for model weight initialization. They are related at a broad subsystem level, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the cleaner representative of the cluster: it has a focused, concrete fix shape (adding can_return_tuple / adjusting forward signatures) and a narrower scope than the broader multi-model TRF018 initialization rewrite.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the best representative because it is more specific about the code-path change it makes and is easier to reason about as a standalone implementation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different mechanics: one changes forward return/signature handling, the other refactors _init_weights across many models. They are not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 39, + "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": 28, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "638df4a4bd51aa833edb8e97abf6c74c62e33a955473b8852eda25a3227e340d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5083, + "estimated_input_tokens": 1271, + "estimated_eval_tokens": 2798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are present, but they do not look like the same change: one is a broad model/code adjustment PR with a CI secret tweak, while the other is a test migration adding a new ViT test file and related test updates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45932 is the better canonical PR because it contains substantive model/code edits across multiple files, whereas #46100 is primarily a test migration with new/updated test files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the best representative of the cluster since it appears to address actual implementation behavior; #46100 is mostly test scaffolding and is less suitable as the primary duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these PRs touch different kinds of work and do not appear to fix the same concrete code-path problem. #45932 changes model/config code and workflow secrets; #46100 migrates/adds tests. They 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": 29, + "component_count": 39, + "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": "4d23de808b5bf69ef4d040528ef2ebbe3a995319963c3332138342c44746eba9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8400, + "estimated_input_tokens": 2100, + "estimated_eval_tokens": 4456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about adding attention-implementation dispatch / SDPA support, but they target different model families and separate code paths, so they are related feature work rather than duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical here; if one representative is needed, PR 46154 is the clearest focused example of SDPA dispatch support with tests for one concrete model path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the best representative of the cluster because it is narrowly scoped, explicitly about SDPA dispatch, and includes test coverage, making it the cleanest exemplar of this change pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "CTRL and T5 are different model implementations with distinct forward paths; same general feature, but not the same underlying bug/change and not mergeable into one PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL and wav2vec2/audio models use different code paths and files; this is shared SDPA support work across model families, not a duplicate fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 and wav2vec2 are unrelated model families; both add attention dispatch support, but they do not fix the same concrete problem in the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 39, + "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": "9f98feff2ff22bc1cb7241195c4c4290b776f634329b2f06a3b74c28a402d419", + "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 the same change set. PR #46126 is a focused EP/Trainer integration with RouterParallel changes, while PR #46269 is a broad distributed branch base touching many subsystems. The shared distributed filenames are not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: it targets EP + Trainer integration and introduces concrete RouterParallel behavior. PR #46269 is a large umbrella branch with many distributed updates, so it is a poor canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it has a clear, narrow purpose and the overlapping files are directly tied to its feature. PR #46269 is too broad and looks like a base/integration branch rather than a single fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared files are in the distributed stack, but the PRs do not appear to fix the same concrete bug or implement the same change. #46126 is a targeted EP/Trainer feature PR; #46269 is a broad distributed branch base with many unrelated modifications." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-9", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46558|pull_request:46563", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563" + ], + "prepared_review_unit_hash": "7cf3e4ff89c417dae834efd87ef178ae9dd7b3d8901ad9650935a178ec535533", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 26, + "serialized_chars": 23357, + "estimated_input_tokens": 5840, + "estimated_eval_tokens": 11936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-chore PRs were grouped by title similarity. The only tight subcluster is the pr-ci-security-gate.yml edits, but those PRs make different changes (security checks vs permissions/approval gating vs comments), so I would not treat them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46554 is the most substantive and representative workflow-security change in the cluster; it adds the actual security checks, while the others are smaller or unrelated workflow tweaks.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the best representative PR because it contains the concrete behavior change for the security gate and is more meaningful than the other single-file workflow maintenance PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; one updates stdin handling for self-comment CI, the other hardens the PR CI security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; no shared bug or change beyond both being YAML workflow edits." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and purposes; comments about the security gate are not the same change as self-comment CI quoting." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell quoting in workflows, but they fix different scripts and different execution paths." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Completely different workflow files and goals; no common underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated behavior changes; one is SSH runner setup, the other benchmark trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Same broad CI area, but different workflows and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow and different behavior; not the same concrete issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; no duplicate code-path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared underlying bug; only superficial workflow-chore similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they affect different jobs and different conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Same general shell/YAML maintenance flavor, but different workflows and distinct changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated changes; not the same bug or PR." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behaviors; one changes checkout base ref, the other dispatch conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Distinct workflows and fixes; no same underlying problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow files and different functionality." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "One changes benchmark triggers, the other changes shell handling in a build workflow." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and separate concerns." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow changes, but they fix different scripts and different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared bug; only the same high-level repository workflow area." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: 46554 adds security checks, while 46558 changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46563 is comment-only guidance, not the same change as the security-check logic in 46554." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different edits to the same workflow file, but not the same concrete fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; no duplicate bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and unrelated purpose." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 39, + "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": "259f32dc9e24c4c2e2bca97d477c52edc7bc8fed58b36703f08f9f6c49014632", + "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 two PRs are related by a shared pattern of replacing file-open source introspection, but they fix different code paths in different modules and are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the more concrete, self-contained fix: it updates _can_set_attn_implementation in modeling_utils.py and includes tests. PR #46152 is a separate refactor in import_utils.py for resolving package resources, so it is less representative of the cluster's main user-facing behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the stronger standalone candidate because it targets a specific bug-prone source-reading path and has accompanying tests, whereas #46152 is broader infrastructure work in a different file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Do not merge: they address different functions in different modules (_resolve_traversable in import_utils.py vs _can_set_attn_implementation in modeling_utils.py). The shared theme is only replacing open() for source inspection, not the same underlying bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 39, + "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-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "53b65905e8aac336713937a04d1e34a14081b7230b0b37d854ebc8ad66c6a8ac", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5921, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates fixing the same StaticLayer.get_seq_length type-hint change; the cache max-len PR is a separate generation bug and should not be grouped with them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the best canonical representative: it is the earliest, directly targets issue #45987, and makes the exact StaticLayer.get_seq_length return-type update in src/transformers/cache_utils.py.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest overall representative for the cluster because it is the earliest and cleanest instance of the same concrete code change; PR #46474 is a later duplicate of the same type-hint fix, while PR #46436 addresses a different static-cache configuration bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils.py, while #46474 only adjusts the StaticLayer.get_seq_length type hint in cache_utils.py. They share no issue target or code path and would not plausibly merge into one PR." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying change: both edit src/transformers/cache_utils.py to widen StaticLayer.get_seq_length to int | torch.Tensor and both target issue #45987. #46474 looks like a duplicate of #46173." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR #46173 and PR #46474 make the same cache_utils.py type-hint change and share issue #45987, while PR #46436 touches generation/utils.py for a different cache-length configuration issue (#46424). The soft-edge verdicts are conservative and the mergeability judgment for the PR pair is well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 39, + "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-46236-2", + "nodes": [ + "pull_request:46236", + "pull_request:46621" + ], + "soft_pairs": [ + "pull_request:46236|pull_request:46621" + ], + "prepared_review_unit_hash": "9d3f0d70fb9c4b89cabc17a817edab5d35e330effac72155f3ee825216468dbe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5922, + "estimated_input_tokens": 1481, + "estimated_eval_tokens": 3218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated documentation translation PRs: one adds a Bengali docs bundle, the other adds a Chinese kernels page. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate canonical PR here; if forced to anchor the cluster, PR 46236 is the broader Bengali i18n bundle and has an explicit issue link, while 46621 is a separate zh kernels translation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46236 is the stronger representative only by scope and linkage, but it is not a duplicate of 46621.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46236", + "right": "pull_request:46621", + "accept": false, + "reason": "Different languages and different content areas (Bengali docs bundle vs Chinese kernels page); not 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": 35, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "87738cd0d4ff5b4194ec3aa820de066223266cff726c170243256877b4628d97", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one boundary in sliding-window masking, but PR 46546 also extends the change to Gemma4 and adds tests, so it is broader than PR 46310 rather than a clean duplicate. I would not collapse them as the same PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the stronger representative because it fixes the Moonshine boundary bug and also covers the same issue in Gemma4 with tests, making it the more complete patch set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best overall PR because it includes the Moonshine fix plus an additional model fix and test coverage; PR 46310 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": false, + "reason": "Same boundary pattern, but not the same concrete change set: 46546 also modifies Gemma4 and adds tests, so it is broader than 46310 and should not be treated as a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "e715853421db7139d4edafdc8209a4fe0ce58bff842bd8a54ecb0518e4a78ff9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds multimodal support to continuous batching infrastructure, while the other adds the HunYuan VL model and its associated docs/tests. They share only a broad multimodal theme, not the same underlying code change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for duplication purposes; if one must be selected, PR #46417 is the more self-contained and specific change, but it is not a duplicate of #46376.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the best standalone PR in this set because it represents a concrete feature addition with focused model/config/processor work and accompanying tests, whereas #46376 is a draft infrastructure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "They address different problems: continuous batching multimodal support vs adding a specific HunYuan VL model. Shared multimodal context is too broad to treat as the same change, and they would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "b89821189429bc17c4ddcd35ac75c61868305757a9ebded3589ee5aad7bad0dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs share package/test files but target different changes: one is a refactor moving MistralConverter into the integrations package, the other adds tekken tokenizer detection/conversion/save support. They are related, but not duplicates and should not be merged as the same PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more user-facing change in the Mistral tokenizer path; #46603 is a narrower refactor/move of an existing converter and does not represent the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best representative of the cluster because it contains the substantive tokenizer functionality work, while #46603 is a supporting code organization change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "They touch the same Mistral area and files, but the concrete changes differ: #46603 moves MistralConverter into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different code-path problems, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 39, + "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-46615-2", + "nodes": [ + "pull_request:46615", + "pull_request:46639" + ], + "soft_pairs": [ + "pull_request:46615|pull_request:46639" + ], + "prepared_review_unit_hash": "623cb87b3fb1e339140884de2d0b2fa181f4d4c8dc3edc0cba163a9b3726af9e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4336, + "estimated_input_tokens": 1084, + "estimated_eval_tokens": 2424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same generation/beam-search cache reordering bug in transformers and point to the same issue, with 46615 being the more complete fix and 46639 a narrower variant.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46612 is the shared explicit target for both PRs and appears to be the underlying bug report driving the work.", + "canonical_pr_reason": "PR 46615 is the stronger canonical PR because it implements the broader cache-reorder fix with helper logic and tests, covering non-standard cache types directly.", + "best_issue_reason": "Issue 46612 is the only issue in the cluster and is the central reference for the bug being fixed.", + "best_pr_reason": "PR 46615 is the best representative because it provides the more complete, test-backed implementation for the beam-search cache reorder problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46615", + "right": "pull_request:46639", + "accept": true, + "reason": "Both PRs fix the same underlying beam-search cache reordering bug for non-standard cache types in generation/utils.py, share the same issue target 46612, and could plausibly be merged into one change set." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46612, both modify generation/utils.py to address beam-search cache reordering, and 46615 is reasonably characterized as the more complete, test-backed fix. The soft-edge accept is conservative enough, and the pair looks mergeable as alternate implementations of the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 39, + "component_count": 39, + "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-46616-2", + "nodes": [ + "pull_request:46616", + "pull_request:46638" + ], + "soft_pairs": [ + "pull_request:46616|pull_request:46638" + ], + "prepared_review_unit_hash": "488cccfc5f03b1e05ab9a04e4ff9c4566630de2406b6b1e39904bc4d88b8d779", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4653, + "estimated_input_tokens": 1164, + "estimated_eval_tokens": 2584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the same Wav2Vec2 phonemizer language-state bug and the same issue, with nearly identical test coverage; 46638 is the better representative because it updates the cached language after backend reinitialization, matching the intended restore flow.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46638 is the cleaner canonical PR: it fixes the same stale phonemizer_lang state bug but places the assignment after init_backend, which better matches restoring language state when switching back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46638 most clearly and plausibly fixes the concrete code path in phonemize by restoring self.phonemizer_lang after backend switching; 46616 is the same bug theme but uses a less convincing assignment order.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46616", + "right": "pull_request:46638", + "accept": true, + "reason": "Both PRs address the same stale phonemizer_lang bug in the same method, touch the same files, and are alternative implementations of one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 46614, touch the same tokenizer and test file, and differ only in the ordering of the stale `phonemizer_lang` update relative to `init_backend()`. The soft-edge accept is conservative because these look like alternative implementations of the same bugfix and can reasonably be treated as one PR cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/manifest.json b/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3533b341436e233052b24b43c76b50f003b57627 --- /dev/null +++ b/snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260615t120125z", + "artifacts": { + "hybrid": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-15T12:12:45Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260615T120125Z", + "variant": "hybrid" +} diff --git a/snapshots/20260615T120125Z/manifest.json b/snapshots/20260615T120125Z/manifest.json index f11682a980787f3015f6cb691d7e2142960c1edf..f4e6c4d6dd8411914fdec17a5ec816f22be6444c 100644 --- a/snapshots/20260615T120125Z/manifest.json +++ b/snapshots/20260615T120125Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1128 }, "extracted_at": "2026-06-15T12:01:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260615t120125z", + "runs": { + "hybrid-model-20260615t120125z": { + "analysis_id": "hybrid-model-20260615t120125z", + "artifacts": { + "hybrid": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260615T120125Z/analysis-runs/hybrid-model-20260615t120125z/manifest.json", + "model": null, + "published_at": "2026-06-15T12:12:45Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260615T120125Z", "watermark": {