diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 897c9b9b60a8cc24ee44da58330c5fd67ecfc7af..2283721f1c0ff33a307a9bc3d038838310aef4cb 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": "20260703T060023Z", - "generated_at": "2026-07-03T06:11:39Z", + "snapshot_id": "20260703T120023Z", + "generated_at": "2026-07-03T12:13:03Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-46894-6", "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", "status": "open", - "confidence": 0.8, + "confidence": 0.6, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ @@ -1167,7 +1167,6 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -2124,7 +2123,7 @@ "issue_numbers": [], "pr_numbers": [ 46836, - 47003 + 47040 ], "evidence_types": [ "soft_similarity" @@ -2132,92 +2131,17 @@ "pr_comparisons": [ { "left_pr_number": 46836, - "right_pr_number": 47003, - "code_similarity": 0.034, - "size_similarity": 0.034, + "right_pr_number": 47040, + "code_similarity": 0.002, + "size_similarity": 0.007, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.182, + "patch_similarity": 0.005, "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 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2502,7 +2426,7 @@ 46897, 46901 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2524,15 +2448,6 @@ "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, @@ -2608,7 +2523,7 @@ "cluster_id": "cluster-46836-2", "canonical_pr_number": 46836, "duplicate_pr_numbers": [ - 47003 + 47040 ], "target_issue_number": null, "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." @@ -2639,7 +2554,7 @@ 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f73e9329e6981145c3632796df01e5b4f38c53a3..7a488de9155a1b44b3bdad3b26181fa7725d5c72 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": "20260703T060023Z", - "generated_at": "2026-07-03T06:11:39Z", + "snapshot_id": "20260703T120023Z", + "generated_at": "2026-07-03T12:13:03Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -102,8 +102,8 @@ "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", - "issue:43638|issue:45161", "issue:34928|issue:36331", + "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:45874|issue:46294", @@ -132,346 +132,364 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "b55cc8dde3b86133a4f9417694cb8ff71a12da67f9d06e947c7d74d33a0eff18", + "prepared_review_unit_hash": "27f298912aeba2f04809a1c72571b19750fb59c97cd360e92710e6451d3b5ef4", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46572, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "serialized_chars": 46576, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated runtime, model-specific, and docs issues. Only a couple of true duplicates stand out: the DeepSpeed ZeRO-3/BERT index-0 failure pair and the torch 2.4.1 compatibility wording pair.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43596 is the clearest duplicate-worthy bug in the set: it matches issue:43638 on the same DeepSpeed ZeRO-3 / BERT \"index 0 is out of bounds\" failure path and is phrased more generally.", + "summary": "Mostly a heterogeneous cluster of transformer/runtime issues. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 BERT index-0-out-of-bounds reports, with a separate torch 2.4.1 incompatibility pair; the rest are only loosely related by broad model/device-map themes.", + "confidence": 0.57, + "canonical_issue_reason": "Use issue:43596 as the canonical issue: it is the cleanest representative of the repeated DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure and is the better anchor for that duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue anchor because it represents one of the few exact duplicate pairs here and is more canonical than the typo-ridden follow-up report.", + "best_issue_reason": "Issue:43596 is the best overall issue candidate because it most directly captures the shared concrete bug in this cluster without extra model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 bugs: missing config field vs streaming chat/completions failure." + "reason": "Different failures: Qwen3_5Config missing an attribute vs streaming chat/completions API behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and failure modes: AMD GPU support vs MPS histogram op missing." + "reason": "Unrelated bugs in different paths: AMD GPU device-map failure vs MPS histogram-on-int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime problems: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Different models and symptoms: image dtype mismatch vs GPT-OSS GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are hardware/runtime issues, but the concrete bug and code path differ." + "reason": "Autocast dtype mismatch and AMD GPU device-map failure are not the same code-path bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models/examples and no shared concrete failure path." + "reason": "Different models and contexts; one is a GPU failure, the other is a broken example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/device issues; not the same underlying bug." + "reason": "Different concrete failures; not the same bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different failures: ONNX export vs FineGrainedFP8Config runtime issue." + "reason": "ONNX export and FineGrainedFP8 Qwen3Moe failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different code paths: export error vs auto device-mapping CUDA assert." + "reason": "Different problems: ONNX export vs CUDA assert with auto device mapping." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs outdated RAG docs; not the same issue." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure and GenerationMixin import failure are unrelated." + "reason": "ONNX export and GenerationMixin import failure do not share the same underlying bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they target different removed docs content." + "reason": "Both are docs cleanup around v5, but they target different removed topics and are not the same concrete change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training issues: TRL SFT embedding unpacking vs resume/trust-remote-code behavior." + "reason": "Different areas: TRL SFT embedding unpacking vs resume-training remote-code handling." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different scenarios and failures: resume-training remote code vs YOLO multi-GPU device map." + "reason": "Resume-training remote-code issue and YOLO multi-GPU mapping issue are not duplicates." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape indexing error vs device mismatch in Gemma4 PLE." + "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve shape/indexing errors, but the specific bug and stack path differ." + "reason": "Both mention size/index problems, but the failures are different code paths and symptoms." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Completely different training issues." + "reason": "DeepSpeed/BERT loading bug vs remote-code resume-training bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failures: ZeRO-3/BERT init index error vs generic mask/tensor mismatch." - }, - { - "left": "issue:44805", - "right": "issue:46294", - "accept": false, - "reason": "Different multimodal and tensor-shape bugs." - }, - { - "left": "issue:44805", - "right": "issue:45161", - "accept": false, - "reason": "Different failures: mask indexing vs GPT-OSS TP/MoE issue." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Different problems and code paths." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video chat-template failure vs training resume issue." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "Different subsystems: BarkProcessor voice preset vs ONNX export." - }, - { - "left": "issue:30277", - "right": "issue:43638", - "accept": false, - "reason": "DeepSpeed collective mismatch and BERT zero3 index error are not the same bug." + "reason": "Different bug classes: ZeRO-3 index error vs mask shape mismatch." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BERT index-0 out-of-bounds failure; these look like duplicate reports." + "reason": "Same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds loading failure; only the model wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different bugs: Liger Kernel cross-entropy being called vs GPT-OSS TP failure." + "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization regression vs LoRA merge/save mismatch." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime bugs." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/load inconsistency are not the same bug." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Different processor failure vs remote-code model_class/config_class error." + "reason": "Processor failure and remote-code config_class AttributeError are separate problems." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model and failure mode; only broad device-map similarity." + "reason": "Different models and symptoms; no shared concrete bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete runtime errors are different." + "reason": "Both involve DeepSpeed, but the errors are different and not the same failure mode." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-size/shape issues, but not the same underlying bug." + "reason": "FSDP checkpointing recompute mismatch and mask shape mismatch are different bugs." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different hardware/runtime errors with no shared code-path bug." + "reason": "MPS histogram/int issue and YOLO multi-GPU mapping issue are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class name, but one is CPU-offload compatibility and the other is uninitialized-memory materialization." + "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Different bugs: ZeRO-3/BERT index error vs GPT-OSS TP issue." + "reason": "Activation-checkpointing tensor size mismatch and compute_loss keyword breakage are unrelated." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Activation-checkpointing/FSDP shape mismatch vs Trainer API signature mismatch." + "reason": "DeepSpeed/BERT load error and GPT-OSS tensor-parallel issue are not the same code-path." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different bugs and models." + "reason": "These are different bugs in different model/runtime stacks." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific runtime failures." + "reason": "Different models and failure signatures; not mergeable as one fix." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different Gemma3/Gemma4 feature bugs; not the same failure." + "reason": "Reverse embedding lookup and video feature/token mismatch are different issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime errors." + "reason": "Different models and runtime failures; only broad hardware context overlaps." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config issue vs Mistral tokenizer regex patch crash." + "reason": "Gemma3 config attr regression and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 issues: device mismatch vs expensive reverse embedding lookup." + "reason": "Device-mismatch and expensive reverse-embedding lookup are different problems." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility regression; effectively duplicate wording." + "reason": "Both report the same torch 2.4.1 incompatibility against transformers, so this looks like one version-compatibility bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different bugs: FSDP checkpointing mismatch vs Qwen3 auto device-map CUDA assert." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different failures." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch compatibility vs Qwen3 NVFP4 runtime error are not the same issue." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "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 torch-dynamo tracing failure and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and broken official Nemotron example are not duplicates." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 error and TRL SFT embedding-unpacking failure are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and MPS histogram-on-int issue are unrelated." + }, + { + "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different hardware-specific dtype vs MPS op-availability issues." + "reason": "Different model-specific failures; no same underlying bug." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call vs TRL embedding unpacking are unrelated." + "reason": "Liger kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both involve ZeRO-3, but one is Gemma3 loading and the other is BERT init; different bugs." + "reason": "Both are ZeRO-3 index errors, but they involve different models and contexts; not enough to treat as the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they cover different removed content." + "reason": "Both are v5 docs updates, but they are distinct documentation fixes." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different runtime problems; same broad area but not the same bug." + "reason": "Autocast dtype mismatch and MPS histogram issue are different failures." }, { - "left": "issue:43039", + "left": "issue:41762", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and code paths." + "reason": "Gemma3 ZeRO-3 index error and mask shape mismatch are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and resume-training remote-code issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code training resume and broken official Nemotron example are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume-training and YOLO multi-GPU mapping are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are well supported by the issue titles and are plausible duplicates, and the rejected pairs are phrased cautiously without overstating evidence. No mergeability concerns apply since these are issue pairs, not PR pairs." + "feedback": "Grounded and conservative overall. The only accepted duplicate clusters are well-supported by the issue titles and soft-similarity signals: issue:43596/issue:43638 and issue:45800/issue:46515. The remaining pairwise rejections are cautious rather than overconfident, and the summary does not overclaim broader duplication beyond the packet evidence." }, "evaluator_used": true, "retried": false, @@ -543,8 +561,8 @@ ], "soft_pairs": [ "issue:45800|issue:46304", - "issue:43866|issue:46402", "issue:43296|issue:46304", + "issue:43866|issue:46402", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", @@ -585,220 +603,220 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "e6090c211c2a079bc0810899150ad46a26ebcbeea8e335c1d0adf051387c4562", + "prepared_review_unit_hash": "1fb6a7f9e6715fdb7821eb36250279be51f5789583d1ceb8ebecb73e81b5ca8c", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than one true duplicate set. The only strong duplicate-like subclusters are the DeepSpeed ZeRO-3 loading IndexErrors and the AutoTokenizer wrong-token-ID regressions; most other pairs are just same-subsystem or same-error-shape but different bugs.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45920 is the best canonical anchor for the tokenizer regression subcluster: it states the broadest, most user-facing form of the bug and covers multiple affected model families, making it a better umbrella than the narrower Granite-only report.", + "summary": "This cluster is mostly heterogeneous and only shows a couple of plausible duplicate pairs: a v5 AutoTokenizer token-ID regression pair and a DeepSpeed ZeRO-3 index-out-of-bounds pair. Most other items are clearly unrelated despite superficial embedding similarity.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best representative of the broadest concrete regression here: a v5 AutoTokenizer token-ID bug affecting multiple model families. It is more general and higher-signal than the narrower Granite-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it describes a broad v5 regression with clear symptom wording and multi-model impact, which makes it the most representative item among the actual duplicate-like reports.", + "best_issue_reason": "45920 is the strongest global issue candidate because it captures the widest underlying bug and has the clearest cross-model impact. The rest of the cluster is too mixed to serve as a better canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they concern different incompatibilities and different failure modes; no shared concrete code-path bug." + "reason": "Both are version-compatibility complaints, but they point to different breakages in different code paths." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Checkpoint corruption vs missing text-encoder weights are unrelated model-loading problems." + "reason": "vLLM model-load failure vs. distributed-support regression; not the same bug." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Different stacks and symptoms: vLLM/PaddleOCR-VL load failure versus PyTorch distributed support regression." + "reason": "One is a corrupted checkpoint report, the other is a missing weight-loading issue for a different model." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading failure pattern: index 0 out of bounds during model init/load, plausibly the same underlying bug in the shared load path." + "reason": "Both report the same ZeRO-3 initialization/loading failure with an index-0 out-of-bounds error, so they likely share the same underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Missing config attribute in Gemma3/vLLM is unrelated to Qwen3 auto-device-map cuda assert." + "reason": "Different models and different failure modes; only broad framework overlap." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both touch docs, but they are different documentation issues about different APIs and different removed behaviors." + "reason": "Both are docs-related, but they cover unrelated documentation problems." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the PyTorch USE_DISTRIBUTED=0 regression." + "reason": "Unrelated runtime/storage error vs. distributed build regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different features and different failures; no shared code-path bug." + "reason": "Different tasks and error contexts; no concrete shared bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization regression and outdated RAG examples are unrelated." + "reason": "Tokenizer bug vs. documentation/example cleanup." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross-entropy dispatch and Qwen3 VL video StopIteration are unrelated." + "reason": "Liger cross-entropy call issue is unrelated to the video chat-template StopIteration error." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve device/input handling, but one is a device mismatch in forward and the other is a video feature/token mismatch during chat templating." + "reason": "Different model families and different device/template failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-path bugs." + "reason": "Processor-loading failure vs. device-mismatch forward error; not the same bug." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is not the same as NVFP4/modelopt compatibility." + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "Model checkpoint-loading failure vs. outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and distributed-build breakage are different regressions." + "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage are different compatibility problems." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same AutoTokenizer v5 regression producing wrong token IDs, just reported against different model families; they plausibly share one fix." + "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 model execution failure and RAG documentation are unrelated." + "reason": "Quantized Qwen runtime failure vs. docs issue." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and checkpoint loading implementation issue are not the same bug." + "reason": "Corrupted checkpoint report vs. model class loading bug; not the same underlying defect." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the USE_DISTRIBUTED regression." + "reason": "bitsandbytes parameter-construction incompatibility is unrelated to distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a model-specific sliding_window issue." + "reason": "Both mention sliding-window behavior, but the model families and failure mechanisms differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the shapes and triggering paths differ; this is too generic to be a duplicate." + "reason": "Both involve size/index errors under ZeRO-3, but the reported symptoms and model contexts are different enough to treat as separate." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper loading failure vs. table QA task crash; no shared code-path evidence." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model loading test failure and checkpoint corruption are different problems." + "reason": "Unit-test load failure for a specific model vs. checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic/config regression are unrelated." + "reason": "Torch version incompatibility and pydantic-field breakage are separate issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash do not share the same bug." + "reason": "Tokenizer regression vs. task-specific crash; unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 issues with different symptoms and code paths." + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper failure and pydantic field breakage are unrelated." + "reason": "Whisper runtime failure is unrelated to the pydantic regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention loading/runtime problems, but one is ZeRO-3 index error and the other is a torch/transformers compatibility complaint." + "reason": "Both mention training/loading problems, but the specific error paths are different." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different model families and different errors; no shared fix is plausible." + "reason": "MoE grouped_mm tracing error vs. YOLO multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different task and failure mode." + "reason": "Different subsystems and unrelated symptoms." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config error is unrelated to Gemma4 device-mapping mismatch." + "reason": "Gemma3/vLLM config problem vs. Gemma4 device mismatch; different bugs." }, { "left": "issue:45464", @@ -810,67 +828,67 @@ "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import path breakage and Gemma3/vLLM config mismatch are unrelated." + "reason": "ImportError for GenerationMixin vs. Gemma/vLLM config attribute error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE/runtime problems with no shared concrete code path." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are different problems despite both involving MoE models." + "reason": "Grouped_mm tracing error vs. autocast dtype mismatch; similar MoE surface area but not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compile error are unrelated." + "reason": "Processor failure vs. template-node compile error; unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted checkpoint report." + "reason": "Weight-tying bug and checkpoint corruption are different issues." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid vs. YOLO multi-GPU device-map issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the failure shapes and model-loading contexts differ enough that this is not the same bug." + "reason": "Both are error reports with index/shape problems, but the exact failures and model setups do not match." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code AutoModel config_class errors are different bugs." + "reason": "Flash-attn fallback gating issue vs. remote-code model_class.config_class AttributeError." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic field breakage are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different regression classes." + "reason": "Torch/transformers compatibility issue vs. Gemma4 forward device mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it uses only the issue titles to identify two plausible duplicate-like subclusters (DeepSpeed ZeRO-3 index errors and AutoTokenizer v5 wrong-token regressions) and keeps the rest conservative. The accepted soft edges are supported by strong title-level similarity, and the rejected pairs do not overclaim a shared bug based on the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles: the v5 AutoTokenizer token-ID regression pair (45812/45920) and the ZeRO-3 index-out-of-bounds pair (41762/43596). The rest of the verdicts are appropriately cautious and do not overclaim." }, "evaluator_used": true, "retried": false, @@ -972,227 +990,230 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "da132711c161a507e1b51a4df9b205a91effcad86edc673a0b928ba8b7f91a6f", + "prepared_review_unit_hash": "cca91c499b642e931a08f8879eedaea43486e2f73568d996f81da13b420f078a", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36241, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model/regression reports with a loose overlap around Transformers v5 loading/custom-code behavior. None of the soft pairs look like true duplicates; they share themes but not the same concrete bug.", - "confidence": 0.23, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s strongest recurring theme: recent Transformers versions breaking remote-code/custom-model loading.", + "summary": "Mostly a heterogeneous set of issue reports with a few true duplicate subclusters: remote-code custom module loading, Qwen3.5 video-input handling, and input-validation error messaging. Most other pairs are only loosely related and should remain separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45698 is the clearest representative of a real duplicate subcluster: it describes the general symptom of loading the wrong custom module, while issue:45632 is the more specific leaf-directory cache-collision variant.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best single issue to anchor the cluster because it is broad, recent, and central to the loading-regression pattern seen in several nearby reports.", + "best_issue_reason": "issue:45698 is the strongest standalone issue here: concrete, user-facing, and broad enough to subsume the matching cache-path collision report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL load regression vs GGUF gpt-oss support request." + "reason": "Different models and failure modes: PaddleOCR-VL loading vs gpt-oss GGUF support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/embedding related, but the concrete bugs are different." + "reason": "Both are embedding/mask shape errors, but the model and code path are different enough to avoid merging." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/parallelism, but one is grouped_mm tracing and the other is TP support." + "reason": "Different MoE/model-parallel problems: dynamo grouped_mm tracing vs tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different code paths: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Different modalities and symptoms: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM under int4 quantization is unrelated to tied-weights regressions." + "reason": "One is an int4 OOM/memory regression, the other is tied-weights behavior on translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming failures are unrelated." + "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming API behavior." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling is distinct from the pydantic PretrainedConfig regression." + "reason": "Both are v5 regressions, but they hit different APIs and error classes." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to config-field breakage." + "reason": "Sliding-window MoE bug and pydantic PretrainedConfig regression are different code paths." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the tensor/mask mismatch and zero3 init failure are different bugs." + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero3/BERT out-of-bounds error are not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same as video token/feature mismatch." + "reason": "Both involve multimodal inputs, but image-preprocessor dtype mismatch is distinct from video token/feature count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are version regressions, but one is remote_code breakage and the other is torch 2.4.1 incompatibility." + "reason": "General remote_code breakage and torch/transformers incompatibility are different problems." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is embedding quality and the other is bad AutoModel/pipeline outputs." + "reason": "Same model family, but one is a quality regression report and the other is a loading/pipeline correctness bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "General v5.3.0 video regression is different from a specific Qwen3.5-9B template mismatch." + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; the latter is a specific reproduction of the broader v5.3.0 issue." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken example docs and multi-GPU device-map failure are not the same bug." + "reason": "Broken official example and multi-GPU device-map behavior are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is text_config unwrapping, the other is uninitialized rotary embedding memory." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are separate implementation bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel indexing and remote-code resume issues do not share the same root cause." + "reason": "Both involve loading/training flow, but zero3 init index error is not the same as resume-with-trust_remote_code." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention fallback and remote-code model_class/config_class errors are unrelated." + "reason": "Generic Flash Attention 2 issue versus a remote-code model_class/config_class attribute error." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures: image dtype mismatch vs Qwen3.5 embedding unpacking." + "reason": "Different multimodal/training paths and different error mechanisms." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality and Qwen3.5 embedding unpacking are different problems." + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on gpt-oss and GLM5 model support are unrelated." + "reason": "Perplexity regression on GPT-OSS and a GLM5 model issue are not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are different issues." + "reason": "Jupyter custom-model initialization and Flash Attention fallback checks are separate regressions." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve remote-code loading, but cache-path collision and wrong module loading after save are not the same bug." + "accept": true, + "reason": "Same remote-code loading bug: a cache-path collision can cause from_pretrained to load the wrong custom module." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head in Mistral3 and translation-model tied weights regressions are separate concrete cases." + "reason": "Tied lm_head weights in Mistral3 and translation-model tied weights are different model-specific issues." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure is unrelated to flash-attn fallback logic." + "reason": "FineGrainedFP8 Qwen3-MoE failure is unrelated to Flash Attention fallback logic." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights regression are different code paths." + "reason": "Quantization/offloading behavior and tied weights on translation models do not describe the same bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer activation bug and docs wording change are unrelated." + "reason": "A DSA indexer discussion is not the same as a docs-only v5 command removal issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to tied-weights issues." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed-doc-command note are not duplicates." + "reason": "A cache-strategy typo and a removed command in docs are distinct documentation issues." }, { "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 unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation-message bugs, but one is XOR logic across models and the other is T5 decoder-input validation." + "accept": true, + "reason": "Same validation-path bug: 46463 is the T5-family manifestation of the broader input_ids/inputs_embeds XOR error-message issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method are different failures." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs look plausibly duplicate-adjacent from their titles and descriptions, and the rejections avoid over-joining clearly distinct model/code-path failures. No obvious overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1289,20 +1310,20 @@ "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "cf0634f2e240521ccb9c9033aea1b9081b0b8e2f85d35144ac5e1ce08ba85312", + "prepared_review_unit_hash": "08d6e3e4f2ab6940b2ae9de1764db108014c67243eb3cb5c7d72bed35e7beae6", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36283, + "serialized_chars": 36281, "estimated_input_tokens": 9071, "estimated_eval_tokens": 18398 }, @@ -1311,198 +1332,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports that only share broad themes like loading, tokenization, cache handling, and quantization. A few pairs are true duplicates, especially the non-persistent-buffer regression, the StaticCache get_seq_length contract breakage, and the Gemma4 quantized embedder dtype-cast bug.", - "confidence": 0.82, - "canonical_issue_reason": "43950 is the strongest canonical anchor: it describes the broadest and clearest regression class (non-persistent buffers being corrupted/junk-filled in Transformers 5.x), and it best captures the shared underlying bug seen in the closest duplicate pair.", + "summary": "Mostly a mixed cluster of transformers regressions; only a small buffer-corruption subcluster and one Gemma4 quantization pair look like true duplicates. Most other pairs are topical but not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest umbrella for the non-persistent buffer corruption regression, with concrete scope (`from_pretrained`) and enough breadth to cover the closely related buffer-junk reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative issue because it is broadly worded, regression-focused, and central to one of the clearest duplicate groups in the set.", + "best_issue_reason": "issue:43950 has the most actionable description of the root bug and is the strongest representative of the duplicate buffer-corruption subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different failures on different models: DeepSeek-Coder detokenization vs Qwen NVFP4 load/runtime error. Same broad area, not the same bug." + "reason": "Both are loading/runtime failures, but one is a tokenizer detokenization regression and the other is a Qwen NVFP4 load error; different bugs and likely different fixes." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different concrete model-specific symptoms and no shared code path is evident from the titles alone." + "reason": "Both are tokenizer regressions, but for different models and symptoms; no clear shared code-path bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization failure, while the other is a model quality/embedding discrepancy." + "reason": "Both involve SigLIP2, but one is documentation/example errors and the other is a model quality discrepancy; not the same underlying issue." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying non-persistent-buffer regression: both describe v5 filling/corrupting register_buffer(persistent=False) state with junk." + "reason": "Same bug family: non-persistent buffers are being corrupted/filled with junk in Transformers v5." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated errors: custom trainer compute_loss kwarg mismatch vs Gemma3 loading failure under DeepSpeed ZeRO-3." + "reason": "Different failures: custom Trainer loss signature mismatch versus Gemma3 DeepSpeed ZeRO-3 loading index error." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Remote-code config field loss and non-persistent-buffer corruption are different bugs affecting different parts of the loading stack." + "accept": true, + "reason": "Direct duplicate: both report the v5 regression where non-persistent buffers get corrupted during loading/materialization." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage failures: bitsandbytes Int8Params constructor incompatibility vs missing Float8 storage object." + "reason": "Unrelated incompatibilities: bitsandbytes constructor arg mismatch versus a missing float8 storage object error." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These are the same Gemma4 quantized vision/audio embedder dtype-casting bug; the second explicitly calls it the same issue." + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug, with #46932 phrased as the fix for the same issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model and failure mode: autocast dtype mismatch vs RLHF NaN/SDPA fallback from 3D position_ids." + "reason": "Different Qwen/Phi bugs with different failure modes; one is an autocast dtype mismatch, the other is a Qwen3.5 attention/position_ids training instability report." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the first is a broad AutoTokenizer token-id issue across many models while the second is a specific DeepSeek-Coder output bug tied to a prior fix gap." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate tokenizer bugs." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality complaint vs general tokenizer-change report; no concrete same bug is shown." + "reason": "One is a SigLIP2 embedding-quality complaint; the other is a general tokenization change report. Too broad and not the same bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache.get_seq_length contract breakage: one report says it returns a shape-(1,) tensor, the other says it returns a device tensor and breaks slice arithmetic." + "reason": "Same cache API bug: `get_seq_length()` returns the wrong shape/type and breaks downstream arithmetic, just on different backends/paths." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2 behavior, but one reports zero probabilities and the other lower text-embedding quality; too little evidence of the same bug." + "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is worse text embeddings; not enough evidence they stem from the same defect." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Related around buffer initialization, but one is a broad from_pretrained non-persistent-buffer corruption regression and the other is a specific model/materialization uninitialized-memory read." + "reason": "Both mention junk/uninitialized buffers, but one is a broad from_pretrained regression and the other is a specific Qwen3_5Moe `meta -> to_empty(cuda)` materialization issue; related, but not clearly the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different problems: Flash Attention crash from packed-sequence misinterpretation vs CPU-offload incompatibility in a Qwen3_5MoE rotary embedding." + "reason": "Different Qwen3.5 problems: one is a flash-attn crash from 3D position_ids, the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both discuss SigLIP2, but one is about degraded embeddings and the other is a discrepancy versus JAX implementation; not clearly the same concrete bug." + "reason": "Same model family, but one is a performance/quality complaint and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training pathologies: LoRA gradient checkpointing ineffective vs int4 quantization causing higher CUDA reserved memory/OOM." + "reason": "Different training/memory issues: LoRA gradient checkpointing ineffective versus int4 quantization causing higher CUDA reserved memory and OOM." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Unrelated model-loading issues: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Separate loading issues for different models and different error classes; no shared underlying bug." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different code paths and symptoms: Gemma4 FSDP2 shared_kv_states KeyError vs non-persistent buffer materialization reading junk." + "reason": "Both involve model internals during loading/training, but one is a Gemma4 FSDP2 KeyError and the other is a Qwen3_5Moe buffer materialization problem." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy loading logs, the other is a model-loading failure for ScandiBERT." + "reason": "Generic loading noise versus a specific model-load failure; too different to be the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different issues: tokenizer detokenization bug vs Python 3.13 import_utils flash_attn KeyError." + "reason": "Tokenizer detokenization bug and import_utils flash-attn KeyError are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed weight shape error vs early-stopping metric configuration; unrelated failures." + "reason": "DeepSpeed weight shape error and early-stopping metric lookup are unrelated training issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both concern memory/training efficiency, but they are different model/workflow problems and not the same concrete bug." + "reason": "Different performance problems in different training setups; no concrete shared code path." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different symptom severity and scope: noisy transformer loading vs actual loading failure for a specific model." + "reason": "One is a generic loading-noise report; the other is a specific inability to load a model. Not the same underlying issue." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code handling is the common theme, but one is missing fields in AutoConfig output while the other is a broad report of model breakage; not the same concrete defect." + "reason": "Both concern remote-code loading regressions, but the reported failures differ too much to treat as one bug without stronger evidence." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different load-time failures on different models and configurations: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are separate model/backend bugs." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Unrelated model-loading complaints: Voxtral tokenizer error message vs glm-4v-9b load failure." + "reason": "Different model loading failures with different symptoms; not a duplicate pair." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; different subsystems and failure modes." + "reason": "Tokenizer loading failure and flash-attn fallback blocking are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing model class is unrelated to the bitsandbytes Int8Params constructor incompatibility." + "reason": "An import error for a Qwen VL class and a bitsandbytes constructor incompatibility are different problems." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failure modes: weight_only=True loading error vs a generic GLM5 issue." + "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and is appropriately conservative about the cluster being mostly loose/unrelated with only a few likely duplicate pairs. The accepted soft-edge pairs are supported by closely matching titles, and the rejected pairs avoid overclaiming beyond the evidence available in the packet." + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are well supported by their titles: the non-persistent buffer-corruption items clearly align, the cache `get_seq_length()` issues describe the same contract break, and the Gemma4 quantized embedder pair is plausibly the same bug/fix path. The rejected pairs are generally reasoned in a cautious way without overclaiming shared root cause." }, "evaluator_used": true, "retried": false, @@ -1584,38 +1605,38 @@ "issue:45715|issue:46315", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:44291", "issue:43404|issue:43950", "issue:46894|issue:46897", - "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", "issue:42947|issue:45923", "issue:36331|issue:41093", - "issue:43940|issue:45313", "issue:41553|issue:44991", + "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "cc1d6fbcfefd55e3ff8420db373cd92525024dd532cda1e0057a7c0c7f76b7e8", + "prepared_review_unit_hash": "44c72e3dae8ffab456d2debf63828dca33b6071628bfbecb634d43df6c017c72", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36753, + "serialized_chars": 36756, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1624,186 +1645,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated bug reports, with a few true duplicate pockets: docs about removed pipelines, init_empty_weights/_is_hf_initialized loading failures, identical mask-shape IndexErrors, and the Florence/Cohere double-shift pattern. The rest are similarity-only false positives across different models or subsystems.", - "confidence": 0.82, - "canonical_issue_reason": "No single cluster-wide canonical issue exists because the items span many unrelated bugs; if one issue must anchor the only clearly duplicated concrete bug here, 46894 is the best choice as the earlier, more explicit report paired with 46897.", + "summary": "This cluster is mostly heterogeneous; most items are unrelated bug reports that only share broad subsystem similarity. Only two soft pairs look like true duplicates: the v5 docs cleanup around removed pipeline tasks, and the training-loss double-shift bug reported for two different models.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #46894 is the earliest and slightly broader of the only clear duplicate pair, so it is the best representative canonical issue for that bug.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the strongest issue to keep as the representative anchor: it is the earlier member of the clearest true duplicate pair and states the underlying bug cleanly.", + "best_issue_reason": "#46894 is the strongest issue representative because it is an early report of a concrete, recurring training-loss double-shift bug and pairs cleanly with #46897.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different symptoms and code paths: MPS histogram int error vs Gemma4 device-mapping mismatch." + "reason": "Different bugs: MPS histogram/int support vs. a Gemma4 device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch attention/tokenizer areas, but one is a Mistral regex/tokenizer crash and the other is a flash-attn fallback blocker." + "reason": "Unrelated failures: Mistral regex patch crash vs. flash-attn2 fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad \"recent versions break remote_code\" report is not the same bug as a Gemma4 forward device mismatch." + "reason": "Broad remote-code breakage vs. Gemma4 PLE device mismatch; not the same code path." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping edge case vs remote-code model loading regressions; too different to treat as one bug." + "reason": "Both involve auto/model loading, but one is tokenizer-mapping plumbing and the other is remote-code regressions." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-load failures, but for different models and different missing attributes." + "reason": "Different model-loading bugs: GLM-4V load failure vs. missing all_tied_weights_keys on Molmo." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Dtype mismatch under autocast is a different failure mode from a device placement bug." + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs. device placement mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a cross-version compatibility failure and the other is just a warning about tie_word_embeddings." + "reason": "Both mention Qwen3/LoRA, but one is cross-version load incompatibility and the other is a tie_word_embeddings warning during finetuning." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code regressions and a Kimi tokenizer codec regression are not the same underlying bug." + "reason": "Different tokenizer regressions: remote_code model failures vs. Kimi-K2.5 codec / fix_mistral_regex handling." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Same tokenizer performance theme, but different functions and likely different hot paths." + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes init-empty-weights incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "Completely different areas: bitsandbytes init arguments vs. YOLO multi-GPU device-map behavior." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model construction, but one is config unwrapping for composite multimodal configs and the other is remote-code config_class resolution." + "reason": "Both are auto-model/config loading issues, but they are distinct bugs with different failure points." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed v5 pipeline tasks like summarization/translation/text2text-generation." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions around DeepSeek-family models, but they describe different failures and different root causes." + "reason": "Related tokenizer regressions, but different models and different root causes; not one concrete bug." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs cleanup: both say removed pipeline tasks are still referenced after v5 removals." + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar error text, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights model loading." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights vs non-persistent buffer corruption are distinct model-state bugs." + "reason": "Unrelated: tied lm_head weights vs. silent corruption of non-persistent buffers." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Near-identical duplicate reports of the same training-loss double-shift bug." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same unexpected _is_hf_initialized / init_empty_weights loading failure." + "reason": "Near-identical reports of the same training-loss double-shift bug, just on different models." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote-code breakage and an AutoModel config_class AttributeError are related only at a high level." + "reason": "Remote-code support regressions are broad, but these titles point to different concrete failure modes." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper not running and a specific fbank extraction issue are plausibly related, but not clearly the same concrete bug." + "reason": "Both touch Whisper/audio processing, but the titles do not establish the same underlying bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/Qwen training, but one is weight conversion at load time and the other is gradient averaging during training." + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is incorrect gradient averaging." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing problems, but one is PEFT LoRA ineffectiveness and the other is a missing support flag on a remote-code variant." + "reason": "Different gradient-checkpointing problems: PEFT LoRA effectiveness vs. a missing model flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated training failures." + "reason": "Completely different errors: trainer signature mismatch vs. tensor mask shape mismatch." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but on different Qwen variants with different reported failure shapes; not enough to merge." + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is an actual load failure for a specific model." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "Bad tokenizer error message for Voxtral vs tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "Both are Qwen/DeepSpeed ZeRO-3 weight-loading reports, but they target different model generations and likely different mapping bugs." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load/test failures." + "reason": "Different model families and failures; no shared code-path evidence." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids is unrelated to a flash_attention s_aux=None crash." + "reason": "Different issues: RLHF NaN explosion in Qwen3.5 vs. flash_attention.py crashing on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same generic mask-shape mismatch IndexError; likely the same label/mask alignment bug reported twice." + "accept": false, + "reason": "Same generic IndexError shape pattern, but the reports do not establish the same concrete underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen3 VL/video regressions, but they describe different broken paths and symptoms." + "reason": "Both are multimodal/video regressions, but the affected models and failure modes differ." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight shape error and void segmentation map processing are unrelated." + "reason": "Unrelated: DeepSpeed training weight-shape error vs. image processor void segmentation map handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster read is grounded in the packet and stays mostly conservative. The three accepted soft pairs are well supported by highly similar titles and error patterns, and the representative choice of 46894 over 46897 is reasonable as the earlier duplicate. The summary appropriately characterizes the rest as heterogeneous without over-claiming a cluster-wide canonical issue." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The two accepted pairs are well supported by the titles, and the rejected pairs generally avoid overclaiming by distinguishing similar subsystem symptoms from concrete duplicate bugs. No mergeability issues apply here since this is an issue-clustering task, not a PR-pair task." }, "evaluator_used": true, "retried": false, @@ -1886,8 +1907,8 @@ "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:43950|issue:45834", - "issue:43824|issue:43957", "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:43716|issue:44560", "issue:44910|issue:46858", "issue:43645|issue:43646", @@ -1895,34 +1916,34 @@ "issue:44560|issue:45685", "issue:43550|issue:44910", "issue:36010|issue:42915", - "issue:44683|issue:46515", "issue:44560|issue:44918", + "issue:44683|issue:46515", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:44560|issue:44805", "issue:45672|issue:46899", - "issue:44877|issue:45030", "issue:43632|issue:45834", + "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "dc15327b9947e058094318053db3510dd3026b90e571361f5004d185320969d8", + "prepared_review_unit_hash": "fef44b87997c1fba3c96cf0b01cacb29076c36ab0dad62bf15675cbebd83324d", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38059, + "serialized_chars": 38058, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1931,225 +1952,219 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with only two clear duplicate subclusters: Transformers v5 custom model initialization, and SigLIP2 bad-output reports. Most other pairs share a subsystem or model family but not the same concrete bug.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43646 is the broadest clean duplicate target for the true custom-model-initialization regression; issue:43645 is just a notebook-specific repro of the same problem.", + "summary": "Mixed cluster with two confirmed duplicate families: the Transformers 5.0 custom-model initialization regression (issue:43645 \u2194 issue:43646) and the Gemma4 4-bit multimodal dtype-cast regression (issue:45672 \u2194 issue:46899). Most other soft-edge pairs look only superficially similar and were correctly rejected, including the BertModel/deepspeed Zero3 IndexError pair, which is not the clearest overlap here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the cleanest representative of the custom-model-initialization regression, but the cluster is only partially canonical because it also contains a separate confirmed Gemma4 4-bit duplicate family (issue:45672 \u2194 issue:46899).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative of the accepted duplicate set because it names the underlying regression cleanly and broadly.", + "best_issue_reason": "issue:43646 is the broadest and best-written representative of one of the confirmed duplicate families, but it should be viewed as a family representative rather than a full-cluster canonical because the Gemma4 4-bit bug is separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model-specific loading failures, but they concern different architectures and different failure modes." + "reason": "Different models and different failure modes: Qwen3.5 PagedAttentionCache/linear_attention versus NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both mention weights not loading, but they are different models and likely different code paths." + "reason": "Both are loading complaints, but NemotronH checkpoint loading and Sam3Model text-encoder weights are separate bugs." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is an AutoTokenizer error message and the other is a separate model-loading regression." + "reason": "Both are import/load complaints, but Voxtral AutoTokenizer loading and cjvt/sleng-bert loading are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different models and different runtime failures; only a loose MoE-family similarity." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve positional/rotary internals, but they are on different models with different bugs." + "reason": "Both involve Qwen rotary/position logic, but the concrete defects are different: still-image temporal scaling versus uninitialized inv_freq after materialization." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "One is GGUF support for gpt-oss; the other is a Qwen3-MoE sliding_window bug." + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are separate feature/bug reports." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "An index error during Deepspeed/Bert init is not the same as a broad torch-version incompatibility report." + "reason": "The shared shape is an IndexError, but BertModel under deepspeed Zero3 init and a broad torch incompatibility report are not the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but one is cross-track embedding leakage and the other is empty-transcription generation failure." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but FSDP2 shared_kv_state rebuilding and device_map auto PLE mismatch are different bugs." + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuild and device_map='auto' mismatch are different concrete defects." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "These are unrelated failures on different models; one is a support request, the other is a storage-type error." + "reason": "gpt-oss GGUF support and Float8_e4m3fnStorage lookup failure are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Both mention training/runtime issues, but the specific Deepspeed/Bert index error is unrelated to torch 2.4.1 incompatibility." + "reason": "Both mention Zero3/IndexError-style failures, but the non-pretrained BertModel repro is a concrete bug and the other is a broad incompatibility report." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption versus a Kosmos2.5 OCR length/index problem." + "reason": "from_pretrained non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated regressions." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is not the same bug as meta-device loading breakage." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different bugs." }, { - "left": "issue:42915", + "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are distinct code paths." + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and meta-device loading failures are not the same underlying problem." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs: image-preprocessor dtype mismatch versus Qwen3-VL video StopIteration." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl StopIteration on video are different failures." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch caching/position handling, but one is a Flash Attention packed-sequence crash and the other is a device-tensor seq-length arithmetic bug." + "reason": "Both involve cache/prefill arithmetic, but one is a Qwen3.5 flash-attention memory error and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model-initialization regression in Transformers 5.0.0; 43645 is just a Jupyter-notebook repro." + "reason": "Same underlying Transformers 5.0.0 custom-model initialization regression; the notebook report is just a narrower repro." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script execution failure and GGUF support request are not the same underlying issue." + "reason": "A 3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Both are model/runtime failures, but one is Qwen3-VL video handling and the other is an MPS histogram error in MoE code." + "reason": "Qwen3-vl StopIteration and MoE MPS histogram-on-Int errors are different bugs." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Torch.compile+SDPA on Bamba-9B-v2 is a different failure from Qwen3.5 flash-attention position-id handling." + "reason": "Different models and different kernel failures: Bamba-9B-v2 torch.compile SDPA crash versus Qwen3.5 flash-attention position_ids issue." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3-MoE FP8 are unrelated regressions." + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a different compatibility break than the torch 2.4.1 report." + "reason": "Qwen3-vl video StopIteration and TRL unpacking failures for Qwen3.5 embeddings are different code paths." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Both mention Qwen3.5 VL, but one is a video StopIteration and the other is SFT embedding unpacking." + "reason": "Both are version-related, but compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same concrete bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different mappings." + "reason": "Granite tokenizer wrong IDs and DeepSeek-Coder tokenizer regression are separate tokenizer bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping and a generic torch incompatibility are not the same bug." + "reason": "Gemma4 PLE device mismatch under device_map='auto' and torch 2.4.1 incompatibility are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like mapping logic is unrelated to Gemma4 PLE device placement." + "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and Gemma4 device mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Both reports are about the same SigLIP2 base model producing obviously wrong outputs; the later issue is the broader duplicate target." + "accept": false, + "reason": "Same model family, but zero probabilities and nonsensical outputs via AutoModel/pipeline do not clearly share one concrete bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: video StopIteration versus mask shape mismatch." + "reason": "Qwen3-vl StopIteration and a mask/tensor shape mismatch IndexError are different defects." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 quantization issues, but one is an audio-module uint8 torch.finfo error and the other is unsafe dtype casting in multimodal embedders." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Config validation blocking granite_speech and tiny-random glm4v loading are separate config regressions." + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 46899 broadens the same unsafe-cast bug to audio and vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Both are runtime errors, but one is the `_is_hf_initialized` flag regression and the other is a Kosmos2.5 OCR index error." + "reason": "Transformers v5 _is_hf_initialized breakage and Kosmos2.5 OCR long-input index errors are unrelated." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Deepspeed zero3/Bert initialization and add-new-model-like mapping validation are not the same failure." + "reason": "Strict config rejection for granite_speech and tiny-random glm4v validation changes are different config issues." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "A zero-sized parameter index error is unrelated to tokenizer-mapping validation." + "reason": "BertModel Zero3 size-0 IndexError and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility and BitNet AutoBitLinear packed-weight loading are unrelated." + "reason": "Qwen3_moe LoRA incompatibility across hf4.x/hf5.x and BitNet packed-weight loading are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The two accepted duplicate pairs are well supported by the issue titles, while the rest are reasonably rejected as similar subsystems/model families but different concrete bugs." + "accept": false, + "feedback": "Rejecting because the writeup is a bit too strong in places relative to the packet. In particular, the summary calls the BertModel/deepspeed Zero3 size-0 IndexError a \u2018clearest overlap,\u2019 but both related soft-edge pair verdicts were rejected. Also, the canonicalization note underplays the separately accepted Gemma4 4-bit pair (issue:45672 \u2194 issue:46899), so the cluster is not just one custom-model-init duplicate plus unrelated leftovers. The false-pair conservatism is mostly fine, but the overall summary should stay closer to the accepted verdicts and avoid elevating rejected pairs as overlaps." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2243,25 +2258,25 @@ "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:46897|issue:46901", - "issue:45488|issue:45812", "issue:45276|issue:45335", + "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "4eb2cb3666c77204b56937f1e960a0136953eefec77515171e3570d6455129ff", + "prepared_review_unit_hash": "557ab5808ca97ac89134e3f06a4e6ed3d781a4e92b5eb29e843118ffa0de7299", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36657, + "serialized_chars": 36659, "estimated_input_tokens": 9165, "estimated_eval_tokens": 18586 }, @@ -2270,198 +2285,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not one clean duplicate cluster. I only see a few genuine duplicate pairs: the Transformers v5 non-persistent-buffer corruption reports, the `resize_token_embeddings` output-embedding mismatch reports, and the training-loss double-shift reports.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43644 is the best canonical representative of the clearest duplicate subcluster: 44534 is essentially a reworded report of the same Transformers v5 non-persistent-buffer junk regression.", + "summary": "This set is not one cohesive duplicate cluster; it contains several separate model-specific issues. The strongest duplicate pair is the Transformers 5 non-persistent buffer regression, with a couple of other plausible same-bug pairs around token embedding resizing and training-loss double-shift behavior.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43644 is the best anchor: it describes a broad core regression with a near-exact duplicate (44534) and a clearer underlying code-path than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest overall issue to anchor because it is the most explicit, broad, and clearly duplicated report among the true duplicate subgroups.", + "best_issue_reason": "43644 is the most representative issue here because it is a concrete, general regression and directly matches another report almost verbatim.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different bugs: one is quantized/dequantized loading with device_map/offload, the other is Strix Halo mmap-related OOM mitigation." + "reason": "Different bugs: dequantized-model offload load failure vs mmap-related OOM on Strix Halo." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: tokenizer mapping/name handling vs an attention mask shape mismatch." + "reason": "Unrelated symptoms: tokenizer-mapping insertion bug vs mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but different concrete issues: unexpected zero probabilities vs docs example model/processor mismatch and quantization errors." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a docs example/quantization issue; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression, just reworded: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Same underlying regression: Transformers 5.x filling non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different code paths and symptoms." + "reason": "Different Qwen3 failures under different configs/code paths (device mapping CUDA assert vs FineGrainedFP8)." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Completely different areas: FP8/Qwen3-MoE failure versus Strix Halo mmap/OOM behavior." + "reason": "Unrelated failure modes: Qwen3 MoE FP8 loading vs mmap/OOM offload behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs and models: LoRA compatibility across hf4.x/hf5.x for Qwen3 MoE versus Gemma4 resize-token-embedding behavior." + "reason": "Different problems: HF4.x\u2192HF5.x LoRA incompatibility vs Gemma4 token-embedding resize propagation." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation bugs; no evidence they share the same concrete code path." + "reason": "Different model families and different flash-attention/generation failures." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but for different checkpoints with no evidence of the same root cause." + "reason": "Both are model-load failures, but the reports are too checkpoint-specific to assert the same root bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading versus Qwen3.5 tensor-parallel planning/OOM at TP>1." + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel planning/OOM issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related to dtype handling, but one is composite checkpoint loading and the other is from_config dtype/config staleness; not the same bug." + "reason": "Different dtype-related bugs: loading ignores dtype vs from_config leaving config.dtype stale." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different components and code paths: ZeRO-3 weight loading for language_model versus save_pretrained key serialization for the visual encoder." + "reason": "Different Qwen3.5 issues: ZeRO-3 language_model weight loading vs save_pretrained visual encoder key regression." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated issues in different model/example flows." + "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example breakage." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is Jupyter custom-model initialization; different concrete bugs." + "reason": "Shared Transformers 5.x context, but different bugs: buffer junk vs Jupyter custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs example/mismatch report and the other is nonsensical inference outputs; not the same concrete failure." + "reason": "Both mention SigLIP2, but one is a documentation example error set and the other is a model/pipeline nonsense-output bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and symptoms: Qwen3 MoE conversion under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading." + "reason": "Different issues: MoE weight conversion under accelerate+deepspeed vs a GLM-4.7 model load test failure." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load regressions, but on different models with no direct evidence they stem from the same root cause." + "reason": "Different models and likely different tokenizer failures; not enough evidence of one shared root cause." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different resource-management problems: Qwen3 MoE training memory inefficiency versus quantization offload behavior." + "reason": "Different quantization/memory symptoms: training memory inefficiency vs offloading not working as expected." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different architectures and failure modes; only the shared phrase `resize_token_embeddings` overlaps." + "reason": "Different bugs and model families; only both involve HF5-era regressions." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different loading failures for different models: GLM-4.7-Flash test loading versus Qwen3-VL weight-shape mismatch." + "reason": "Different loading failures: unit-test model load issue vs weight-shape mismatch for Qwen3-VL-30B-A3B." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training-memory inefficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is training efficiency and the other is int4 reserved-memory OOM." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug is unrelated to optimizer argument handling." + "reason": "Trainer checkpoint-resume math bug is unrelated to SGD optimizer args being ignored." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different affected embeddings; same API name alone is not enough." + "reason": "Unrelated issues: Qwen3 MoE version incompatibility vs t5gemma output embedding resize propagation." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different bug classes: GLM5 issue versus quantized-model save/load regression." + "reason": "GLM5 issue is unrelated to quantized save/load breakage in sinq." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/loading failures: extra_state handling versus unexpected `_is_hf_initialized` argument." + "reason": "Different serialization/init bugs: extra_state handling vs unexpected _is_hf_initialized argument." }, { "left": "issue:46897", "right": "issue:46901", "accept": true, - "reason": "Same concrete bug pattern: both report the training-loss double-shift where labels are trained against a shifted slice instead of the original labels." - }, - { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." + "reason": "Same training-loss double-shift pattern; both report labels being shifted incorrectly during training." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same concrete `resize_token_embeddings` failure class: the resized embedding changes are not propagated to the model's output/decoder embeddings." + "reason": "Same underlying resize_token_embeddings propagation bug affecting output/input embeddings in related model implementations." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different code paths: pre-tokenizer override vs wrong token IDs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3.5 chat crashing versus Gemma4Processor missing `_tokenizer` in transformers serve." + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention bugs: 3D `position_ids` misinterpreted as packed sequence versus `s_aux=None` attribute error." + "reason": "Different flash-attention crashes with different root causes: packed 3D position_ids vs s_aux=None handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are all supported by the issue titles and the analyst avoids overclaiming on the many near-matches that lack direct evidence of the same root cause. The main cluster characterization as mostly heterogeneous is reasonable." + "feedback": "Grounded and conservative overall. The strongest duplicate anchor is correctly identified with the near-verbatim 43644/44534 pair, and the other accepted soft matches are phrased as plausible same-bug cases rather than certain merges. Summary does not overstate the cluster as fully cohesive." }, "evaluator_used": true, "retried": false, @@ -2496,7 +2511,6 @@ "issue:43645", "issue:43646", "issue:43708", - "issue:43828", "issue:43854", "issue:43873", "issue:43957", @@ -2507,6 +2521,7 @@ "issue:44292", "issue:44387", "issue:44402", + "issue:44451", "issue:44479", "issue:44488", "issue:44756", @@ -2561,229 +2576,229 @@ "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:43828|issue:43957", - "issue:43646|issue:43708" + "issue:43646|issue:43708", + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "95cd7d0a21672584bab9b5a5579b38c95d76a18d9305062505c896958e90bf4f", + "prepared_review_unit_hash": "0354c3e67fc203c3d89b4fed9cc72a6f203c7caca7c5a34d89f0af566f814ac1", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37085, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports. The only clear duplicate cluster is around `resize_token_embeddings` not updating model-specific embeddings/output heads, with `issue:45292` as the broadest report. `issue:45276` and `issue:45335` look like model-specific variants of that same bug.", - "confidence": 0.79, - "canonical_issue_reason": "`issue:45292` is the cleanest generic statement of the `resize_token_embeddings` bug and best represents the duplicate cluster; the other matched reports are narrower model-specific variants.", + "summary": "Mostly heterogeneous issue cluster. The only convincing duplicate pair is the resize_token_embeddings/output_embeddings reports; the rest are adjacent but distinct model-, loading-, quantization-, or checkpoint-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the cleanest canonical for the one clear duplicate cluster: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure in generic form, while the paired gemma4 report adds model-specific symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best global issue candidate because it is concise, model-agnostic, and captures the shared underlying failure more generally than the other resize-token reports.", + "best_issue_reason": "issue:45292 is the best representative because it captures the shared underlying bug without extra model-specific detail and matches the accepted duplicate pair most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different failure modes: one is tokenizer vocab/indexing, the other is a specific model load regression." + "reason": "Both mention BERT loading/tokenizer problems, but one is a vocab-size mismatch and the other is a specific model load regression; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: docs/example errors versus a GLM5 model issue." + "reason": "Different bugs: SigLIP2 documentation/example issues versus a GLM5 model-loading report." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different code paths and symptoms: device-map CUDA assert versus batched inference token leakage." + "reason": "Unrelated domains: Qwen3 auto device map CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both involve compatibility/loading, but they are distinct bugs with different triggers and failure points." + "reason": "Both are loading/runtime regressions, but one is Torch version compatibility and the other is `torch.device('meta')` model loading; not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different concrete problems: FSDP/shared-kv state bug versus config unwrapping for multimodal Qwen." + "reason": "Different failures in different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal config unwrapping." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Training checkpointing/LoRA behavior is unrelated to the T5 RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 silently using Apex RMSNorm." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Same general theme of untied lm_head weights, but different model implementations and likely different fixes." + "reason": "Both are tied-weight generation bugs, but they affect different models and likely different model implementations; too model-specific to merge." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different problems: init_empty_weights argument handling versus Strix Halo mmap/OOM behavior." + "reason": "`init_empty_weights` argument handling and mmap-related OOM are distinct loading problems." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is int4 reserved-memory growth." + "reason": "Both involve quantization memory behavior, but one is offloading correctness and the other is reserved-memory growth/OOM; not the same change." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic ModelOutput key assignment bug versus a specific model output field mismatch." + "reason": "`ModelOutput` key assignment bug is unrelated to VideoPrism output field mapping." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model-specific offload issues with different failing components." + "reason": "Both are Gemma/Qwen model issues around attention/rotary code, but they concern different models and different failure modes." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failure modes; same broad area only." + "reason": "Qwen-3 NVFP4 runtime failure and MXFP4 fallback to bf16 are separate quantization regressions." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression and Whisper pipeline behavior are unrelated." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated API breakages." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility; different bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both end in OOM, but the causes are unrelated." + "reason": "Quantization OOM due to reserved memory growth is not the same as mmap being disabled on Strix Halo." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "A batched inference leak is not the same bug as a device-mapping mismatch." + "reason": "AudioFlamingo3 batch leakage and Gemma4 PLE device mismatch are unrelated model-specific issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different loading/memory issues with different root causes." + "reason": "`torch.device('meta')` loading breakage is distinct from Strix Halo mmap/OOM behavior." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP attention state handling." + "reason": "SwitchTransformers config construction and Gemma4 FSDP2 attention state are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Checkpoint-loading failure and broken example code are related only by model family, not by the same bug." + "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are different reports." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate correctly to the model's output embeddings; `45276` is just a model-specific report." + "reason": "Same underlying bug: `resize_token_embeddings` fails to update output embeddings. The gemma4 report is a model-specific manifestation of the generic issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are different issues." + "reason": "Video input regression for several Qwen vision models is unrelated to strict config preventing granite_speech loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the SDPA/BF16 instability." + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D `position_ids`/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization `extra_state` handling is unrelated to mmap/OOM on Strix Halo." + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling is a different code path from Gemma4 FSDP attention state rebuilding." + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 shared state rebuilding are separate code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution." + "reason": "File permission propagation during `save_pretrained` and wrong custom module loading after save/load are distinct serialization issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different regressions: unit-test loading versus save_pretrained checkpoint correctness." + "reason": "Unit-test model loading failure and Qwen3.5 checkpoint save corruption are not the same bug." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug; `45335` is a model-specific manifestation on `decoder.embed_tokens`." + "accept": false, + "reason": "Both are resize-token-embedding regressions, but they affect different targets (`output_embeddings` vs `decoder.embed_tokens`) and look model-specific rather than one duplicate." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization and `extra_state` save/load are separate failures." + "reason": "Jupyter custom-model initialization regression and extra_state save/load failure are separate custom-model issues." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading are different runtime paths." + "reason": "Custom model initialization breakage and Trainer `resume_from_checkpoint` step-count bug are unrelated." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model initialization regression and checkpoint-resume step counting are unrelated." + "reason": "Both involve model loading, but the tokenizer vocab issue and ScandiBERT load failure are not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The resize_token_embeddings cluster is well-supported by the titles: issue:45292 is the most generic report, and issue:45276 / issue:45335 are clearly model-specific variants of the same failure mode. The other soft-edge rejections are phrased cautiously enough based on the available title-level evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings family, and choosing issue:45292 as the generic canonical is reasonable. The other pair rejections are appropriately cautious given the evidence available." }, "evaluator_used": true, "retried": false, @@ -2806,6 +2821,7 @@ "nodes": [ "issue:36032", "issue:39404", + "issue:42175", "issue:43299", "issue:43425", "issue:43452", @@ -2817,12 +2833,11 @@ "issue:43901", "issue:43906", "issue:43931", + "issue:43957", "issue:43994", "issue:44079", "issue:44164", "issue:44265", - "issue:44402", - "issue:44451", "issue:44479", "issue:44509", "issue:44530", @@ -2854,7 +2869,7 @@ "issue:46901" ], "soft_pairs": [ - "issue:44402|issue:44451", + "issue:42175|issue:43957", "issue:46894|issue:46901", "issue:44589|issue:44756", "issue:43425|issue:43828", @@ -2863,8 +2878,8 @@ "issue:39404|issue:45701", "issue:44530|issue:45084", "issue:43611|issue:43645", - "issue:39404|issue:46665", "issue:43425|issue:46869", + "issue:39404|issue:46665", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:43425|issue:45823", @@ -2888,239 +2903,242 @@ "issue:44164|issue:46821", "issue:45479|issue:46897" ], - "prepared_review_unit_hash": "de115e4047f76b5e011da26ff98aadaaad256a450ba4ea9549822766bfa74a66", + "prepared_review_unit_hash": "28ba1ac0ccc6cd7781bc11cd46b51ca05d47c0a6a5bf21ecd862b0d527e52998", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37761, - "estimated_input_tokens": 9441, - "estimated_eval_tokens": 19138 + "serialized_chars": 37802, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose similarity cluster of mostly distinct Transformers v5-era regression reports spanning tokenization, model loading, multimodal dtype/device issues, and a few performance bugs. None of the soft pairs look like the same concrete bug/change path, so I reject all soft edges.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43425 is the broadest, most central compatibility report in the set and is the best single anchor for this loose cluster, even though it is not a true duplicate of the others.", + "summary": "Mostly a set of unrelated transformer regressions that happen to share broad language around loading, tokenization, or dtype issues. I found one plausible duplicate pair in the Qwen3-VL MoE loading reports; the rest look like separate bugs and should stay split.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43299 is the broadest and most representative of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation of the same model-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43425 is the most general and triage-friendly issue here: concise, high-level, and closer to an umbrella regression than the more model-specific reports.", + "best_issue_reason": "issue:43299 is the best representative issue: it states the general regression clearly, is model-family focused, and can absorb the more specific Qwen3-VL-30B-A3B-Instruct loading report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:42175", + "right": "issue:43957", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they point to different failure modes and different models; not enough evidence of one underlying bug." + "reason": "Unrelated failures: backend dependency packaging vs meta-device model loading." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same broad \"double-shift\" wording, but different model implementations; likely separate bugs rather than one shared code-path fix." + "reason": "Both mention double-shift, but they are different models and no shared concrete code path is evident." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "A missing Float8 storage error and an mmap/OOM issue are unrelated failure modes." + "reason": "Storage-object lookup error and mmap OOM workaround are different bugs." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad to equate with a specific autocast dtype mismatch." + "reason": "Torch version compatibility complaint vs a specific autocast dtype mismatch in a model forward path." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a performance regression in convert_tokens_to_ids; the other is an encode/decode whitespace regression." + "reason": "Tokenizer performance regression and a decode/space-preservation bug are distinct." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers, but one is wrong token IDs and the other is conversion slowness; different bugs." + "reason": "Wrong token IDs for Granite is a correctness regression; the other is a slowdown in added-token lookup." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and a general tokenization regression are not the same issue." + "reason": "Whisper pipeline behavior and a general tokenization change are not the same bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and different exceptions; no common concrete code path is evident." + "reason": "PagedAttention cache group-type crash and template-node compile error are unrelated code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix handling and the other about notebook-defined custom models." + "reason": "Both touch v5 model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "One is a Whisper pipeline regression; the other is from_pretrained behavior inside Python classes." + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different issues." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Torch compatibility and multi-GPU device-map behavior are distinct problems." + "reason": "Pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on newer torch and Gemma4 device mismatch are unrelated." + "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A generic torch incompatibility report does not match a specific image-preprocessor/model dtype mismatch." + "reason": "A generic torch compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "These are different classes of failures: version incompatibility vs device placement mismatch." + "reason": "Different symptoms and code paths: torch version incompatibility vs device-map forward mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression and a mask-shape IndexError are too generic to treat as one bug." + "reason": "Video-input regression in Qwen VL models and an indexing mask-shape error are not the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage lookup failure and template compilation failure are clearly different." + "reason": "Float8 storage lookup failure and mistral regex patch crash are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different removed/changed pipeline APIs." + "reason": "Docs issues about different pipeline APIs/tasks, not the same underlying change." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a Qwen3.5 cache crash do not share a concrete code path." + "reason": "An isolated reproduction of an older issue and a Qwen3.5 cache crash do not match." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A wrong-output multimodal model issue and a ModelOutput key-assignment bug are unrelated." + "reason": "A bad SigLIP2 output regression and ModelOutput key assignment bug are different." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure due to torch_compilable_check is not the same as Perceiver interpolation failure." + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failure." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different features." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different subsystems." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both are loading errors, but one is a T5 tokenizer method conflict and the other is gguf_file handling." + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra state persistence and composite multimodal config unwrapping are separate save/load issues." + "reason": "extra_state save/load handling and Qwen multimodal config unwrapping are distinct bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These point to different tokenizer-related regressions with no shared concrete failure." + "reason": "Different issues in different areas: older reproduction vs tokenizer continue_final_message logic." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model families and different symptoms; not the same bug." + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for another model are not the same defect." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 multimodal issues, but one is device placement and the other is a 4-bit dtype-cast problem." + "reason": "Both involve Gemma4, but one is device-map placement and the other is unsafe dtype casting in multimodal embedders." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Two tokenizer-loading regressions with distinct causes and model-specific patches." + "reason": "Different tokenizer failures and different model families." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "A generic classification-loss issue and an ASR double-shift issue are not the same underlying bug." + "reason": "Single-label zero-loss classification bug and ASR double-shift bug are different training-loss problems." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a dev0 breakage and the other is a weight-shape mismatch; too different to merge." + "accept": true, + "reason": "Both are Qwen3-VL model-loading regressions; 43931 looks like a specific weight-shape mismatch manifestation of the broader MoE loading breakage in 43299." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory-usage inefficiency during training and an mmap OOM workaround are unrelated." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different root causes." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling and TimesFM window_size AttributeError are different bugs." + "reason": "extra_state serialization and TimesFM window_size attribute handling are unrelated." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different model families and different loss bugs; no shared code path is evident." + "reason": "Different model families and no shared code path is shown, despite both being loss-shift related." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The summary stays within the packet titles, and the single accepted soft-edge pair (43299/43931) is a reasonable duplicate hypothesis rather than an overclaim. The other verdicts are also phrased cautiously and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3219,20 +3237,20 @@ "issue:43883|issue:44488", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "a0d57b71484228aa1a87f8ce6edce04d85703d6920ff7a2e403276394af5c2ba", + "prepared_review_unit_hash": "09e3de6911451158a50b1ee167f9ad07058d750cb5ec0737577073f893a5100b", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37019, + "serialized_chars": 37018, "estimated_input_tokens": 9255, "estimated_eval_tokens": 18766 }, @@ -3241,226 +3259,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports rather than one true duplicate family. Only two soft pairs look like strong duplicates: GGUF loading failures and the `_torch_extract_fbank_features()` audio regression.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43452 is the best canonical anchor: it describes the broadest concrete loading regression in the set, spanning both AutoTokenizer and AutoModelForCausalLM via `gguf_file`, and it naturally covers the more specific Qwen2.5-GGUF failure.", + "summary": "This cluster is mostly a noisy mix of closed Transformers issues about unrelated tokenizer, model-loading, and runtime regressions. The soft pairs are only superficially similar by broad subsystem or release version, so I would not merge any of them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest, most representative issue in the cluster: it describes a general Transformers v5 model-initialization regression, which is closer to the cluster\u2019s repeated load/init failure theme than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 is the strongest global representative because it has the clearest, broad user-facing code-path break and the most general title among the candidates.", + "best_issue_reason": "issue:43646 is the best single issue representative because it is broad enough to stand in for the v5 initialization/load regression theme, while the other issues are mostly narrower, model-specific symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: DeepSpeed/zero3 BertModel indexing vs torch>=2.9 flex_attention compilation." + "reason": "Different bugs: DeepSpeed/Bert index failure vs compiled flex_attention on torch>=2.9." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer load regressions, but on different models and likely different root causes." + "reason": "Both are loading failures, but the models and failure modes differ; no shared concrete code path is evident." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: repo loading failure vs Mistral regex/backend tokenizer crash." + "reason": "One is a tokenizer-loading regression, the other is a Mistral regex patch/backend-tokenizer crash; different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct issues." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "BPE-marker tokenizer bug vs tied lm_head weight bug." + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer-loading regressions: ignoring tokenizer.json vs a DeepSeek-Coder v5 output regression." + "reason": "Both involve tokenizers, but one is repo tokenizer.json selection and the other is a model-specific incorrect output bug; not the same fix." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Unrelated: T5 tokenizer method conflict vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model families and symptoms: CLIP structure mismatch vs Sam3 text-encoder weights not loading." + "reason": "Different model families and different regressions: CLIP structure mismatch vs Sam3 text encoder weights not loading." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image dtype mismatch vs template compilation TypeError; different code paths." + "reason": "Image dtype mismatch and template-node compilation failure are unrelated code paths." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline bug vs CamemBERT masked-LM prediction regression." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device placement, but the concrete bugs are different: XLNet CPU arange vs Qwen3.5 CPU-offload incompatibility." + "reason": "Both are device/offload related, but they affect different models and different positional-embedding implementations." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config-field loss vs Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES registration bug vs flex_attention compilation regression." + "reason": "add-new-model-like mapping failure and flex_attention compilation failure do not share a concrete bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen3-family failures and different subsystems (FP8 config vs paged-attention cache)." + "reason": "FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache crash are separate issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model vs tokenizer post-processor update behavior." + "reason": "Perplexity regression and runtime special-token post-processor update bug are not the same problem." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but on different repositories and with different failure modes." + "reason": "Both are loading complaints, but they involve different models and different loading failures." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different compile/tracing problems: grouped_mm dtype error vs non-template-node compilation failure." + "reason": "Torch dynamo grouped_mm error and template-node compilation error are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting bug vs multimodal finetuning failure with IterableDataset." + "reason": "Trainer token accounting and VL finetuning with multi-image IterableDataset are different bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 initialization regressions, but one is a specific buffer-state issue and the other is a broad custom-model init break." + "reason": "These are similar in release/version, but one is specifically non-persistent buffers and the other is generic custom model initialization; not enough evidence of one underlying bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag regression." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains: multimodal iterable finetuning vs Whisper/mistral_common tokenizer handling." + "reason": "Qwen2.5-VL IterableDataset failure and mistral_common continue_final_message bug are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend-install/mapping problems, but one is missing TF backend in extras and the other is a bad BACKENDS_MAPPING entry." + "reason": "Packaging/backend inclusion issue and BACKENDS_MAPPING tensorflow_text error are different problems." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Same audio feature-extraction regression: both point to `_torch_extract_fbank_features()` / the same fbank pipeline bug." + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area, but not clearly the same concrete bug." }, { - "left": "issue:44462", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Different tokenizer-loading regressions for different models; no shared concrete bug is shown." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Different compile/tracing problems with unrelated underlying causes." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "Duplicate of another unrelated pair; these are different bugs." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Duplicate of another unrelated pair; the failure modes differ." + "reason": "T5 tokenizer method conflict and Jupyter custom-model-init regression are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper special-token issues, but one is decode-time skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper tokenization/generation issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Same GGUF load path; 43482 looks like the model-specific manifestation of the broader `gguf_file`/from_pretrained break in 43452." + "accept": false, + "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are separate GGUF-related issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures after v5, but they affect different models and likely different tokenizer setup bugs." + "reason": "Both are tokenizer/model load regressions in v5, but they affect different checkpoints and likely different root causes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure vs invalid method call on GraniteMoEHybrid." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different bugs: device_map/offload dequantization vs GGUF loading." + "reason": "device_map auto offload failure and Qwen2.5-GGUF loading failure are different loading paths." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` vs tokenizer loading failure for a different model." + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for a different model are not the same bug." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local-checkpoint loading issue vs Whisper tokenizer `continue_final_message` bug." + "reason": "GraniteSpeech PEFT local checkpoint loading and mistral_common final-message handling are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausibly supported by the issue titles, especially 44206/44220 and the GGUF loading pair 43452/43482. The canonical anchor choice for 43452 is also reasonable from the title alone. " - }, - "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 }, @@ -3530,47 +3527,47 @@ "issue:43262|issue:43377", "issue:43208|issue:47013", "issue:43646|issue:44534", - "issue:43645|issue:46661", - "issue:44403|issue:45081", "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:46661", "issue:42915|issue:45084", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", "issue:28530|issue:34567", "issue:44464|issue:45987", - "issue:43994|issue:44610", "issue:44987|issue:45081", + "issue:43994|issue:44610", "issue:42915|issue:44291", "issue:44008|issue:46899", "issue:36032|issue:43742", "issue:44451|issue:45081", "issue:43883|issue:44991", - "issue:44265|issue:44610", "issue:44062|issue:44987", + "issue:44265|issue:44610", "issue:43632|issue:46821", "issue:43322|issue:43540", "issue:42915|issue:44589", - "issue:43089|issue:45987", "issue:44479|issue:45325", + "issue:43089|issue:45987", "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "5f4a048d24c49d52c62753ba0fc1a36ddd424d1ff5b007ef1421c063b5488cb1", + "prepared_review_unit_hash": "9d8cdd0c88534569327f8cdea019668369836e7bcda8887cac2baa398090df81", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36635, + "serialized_chars": 36633, "estimated_input_tokens": 9159, "estimated_eval_tokens": 18574 }, @@ -3579,195 +3576,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are related only by broad subsystem or model family, not the same underlying bug. I would accept only the two Qwen3.5 save_pretrained issues as duplicates; the rest are distinct enough to keep separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45216 is the broader, earlier regression report about Qwen3.5 save_pretrained producing an incorrect checkpoint; issue:45357 reads like a narrower follow-up symptom focused on the visual encoder keys.", + "summary": "Mostly different bugs overall. I accept only the Qwen3.5 save_pretrained pair (45216\u219445357) as the same regression; the Qwen video/rope-index pair (44479\u219445325) is too weakly supported and should be rejected.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45216 is the clearest root report for the Qwen3.5 save_pretrained regression, while issue:45357 reads like a later, more specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue because it captures the general Qwen3.5 save_pretrained regression without narrowing to one specific malformed key set.", + "best_issue_reason": "issue:45216 is the best global issue anchor because it states the broader regression in save_pretrained and is the more upstream duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a processor chat-template sampling-rate default and the other is MIMI batching/padding-mask behavior; different bug and code path." + "reason": "Chat-template sampling-rate default and batched padding-mask correctness are different bug classes." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Shared xLSTM label only; one is a bundle of training blockers for small models, the other is a specific train-mode unpacking crash when return_last_states=False." + "reason": "Broad xLSTM bug bundle versus a specific train-mode unpacking crash are not the same underlying defect." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "One is custom model initialization breaking in v5, the other is non-persistent buffers being filled with junk; different failure modes." + "reason": "Custom model initialization failure is unrelated to non-persistent buffer serialization junk." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Both involve model initialization/loading, but one is Jupyter/custom model init and the other is remote-code AutoModel config_class handling." + "reason": "Whisper loading/runtime failure does not match a YOLO multi-GPU device-map failure." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and a Mistral regex patch crash are not the same bug." + "reason": "Generic loading noise is not the same as the Mistral tokenizer regex-patch crash." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Different models and failures: Whisper runtime failure vs YOLO multi-GPU device-map issue." + "reason": "Notebook custom-model initialization and remote-code config_class errors hit different code paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3-MoE auto device mapping CUDA assert is unrelated to a templating compilation TypeError." + "reason": "FP8 config failure is unrelated to template-node compilation errors." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family regressions, but one is output_hidden_states behavior and the other is still-image rope/position-id scaling; not the same bug." + "reason": "Qwen3.5 hidden-state output behavior is different from a Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio model issues, but one is missing padding-mask support in MIMI and the other is DAC.from_latents vs forward mismatch without STE." + "reason": "MIMI batching/padding-mask inconsistency is unrelated to DAC from_latents missing-STE mismatch." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model class and the other is save_pretrained serialization varying by device." + "reason": "Untied lm_head weights in Mistral3 are a different bug from device-dependent save_pretrained serialization." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Training early-stopping metric selection and TrainerState token counter updating are unrelated." + "reason": "Early-stopping metric lookup failure is unrelated to num_input_tokens_seen not updating." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked-generation inconsistency under compiled forward and the other is a return type contract issue for StaticCache.get_seq_length()." + "reason": "Compiled chunked-generation inconsistencies do not match the StaticCache seq-length return-type issue." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Different subsystems: SigLIP2 inference/pipeline correctness vs OmDet-Turbo processor image size mismatch." + "reason": "Tokenizer loading failure and Mistral regex-patch crash are distinct failures." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer loading for a specific model and a Mistral tokenizer regex crash are separate issues." + "reason": "SigLIP2 nonsensical outputs are not the same as OmDet-Turbo processor size mismatch." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading/initialization under v5, but the concrete bugs differ: CUDA assert in Qwen3-MoE vs unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "FP8 fine-grained config failure is unrelated to unexpected _is_hf_initialized constructor args." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is an unsafe dtype cast under 4-bit quantization." + "reason": "Gemma3n variable collision in forward is a different multimodal bug from unsafe dtype casting in Gemma4 embedders." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model load failures with distinct root causes." + "reason": "Tokenizer add_special_tokens conflict is unrelated to MobileLLM key errors." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + "reason": "ScandiBERT loading failure and Mistral regex tokenizer crash do not share a root cause." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "An attribute error on tied-weights metadata and a tokenizer load failure for est-roberta are not the same bug." + "reason": "Missing all_tied_weights_keys is a model-class attribute issue, not a tokenizer loading regression." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo processor sizing." + "reason": "AddedToken special-kwarg duplication is distinct from the physical-intelligence/fast tokenizer failure." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Both are tokenizer-related, but one is AddedToken argument duplication and the other is a specific model load failure." + "reason": "torch.export failure on torch_compilable_check is unrelated to an image-size processor mismatch." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are different regressions." + "reason": "_is_hf_initialized flag breakage is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/processing failures, but Llava Next segfault and Qwen3OmniMoe video-processing ValueError are not the same code path." + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different multimodal failures." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE CUDA assert and Float8 storage lookup failure are unrelated." + "reason": "Qwen3MoE FP8 config problems are unrelated to Float8 storage lookup errors." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Generation performance overhead is not the same as StaticCache returning the wrong type." + "reason": "The packet only supports a broad video-input regression versus a still-image rope-index scaling bug; that is not enough to treat them as the same bug family." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "These are both Qwen vision-language regressions, but one is a broad video-input regression and the other is still-image temporal position-id scaling; too different to merge confidently." + "reason": "Generation sync/dispatch overhead is performance-only; StaticCache seq-length contract is a correctness bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer construction error and Qwen3 device-map CUDA assert are unrelated." + "reason": "Tokenizer special-token construction failure is unrelated to Qwen3 auto device-map CUDA asserts." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are different issues." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config strictness are different issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression; 45357 is a narrower follow-up describing incorrect visual encoder keys, while 45216 reports the broader broken checkpoint output." + "reason": "Both describe the same Qwen3.5 save_pretrained regression around incorrect visual encoder keys; the later report looks like a follow-up of the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet\u2019s titles/body summaries, and the soft-edge calls stay conservative overall. The only accepted duplicate pair, issue:45216 and issue:45357, looks mergeable as the same Qwen3.5 save_pretrained regression. The remaining pairs are plausibly distinct bugs rather than overconfident duplicates." + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong for the packet. The 45216\u219445357 match is plausibly the same Qwen3.5 save_pretrained regression. However, 44479\u219445325 is not sufficiently grounded: the packet only shows a broad video-input regression across Qwen variants versus a still-image rope-index scaling bug, and that is not enough to say they are the same bug family. Because the analyst accepted that pair, I would reject this triage as overstating the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3794,7 +3791,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3813,6 +3809,7 @@ "issue:44291", "issue:44403", "issue:44462", + "issue:44509", "issue:44534", "issue:44568", "issue:44589", @@ -3822,7 +3819,6 @@ "issue:44991", "issue:45081", "issue:45325", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", @@ -3832,19 +3828,20 @@ "issue:46491", "issue:46710", "issue:46821", - "issue:46899" + "issue:46899", + "issue:46909" ], "soft_pairs": [ "issue:44991|issue:46315", "issue:43425|issue:44403", "issue:40444|issue:45325", - "issue:43611|issue:44534", "issue:43716|issue:46899", "issue:43296|issue:43531", + "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:45812|issue:46491", - "issue:42796|issue:43746", "issue:44403|issue:44991", + "issue:42796|issue:43746", "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:33666|issue:40444", @@ -3859,229 +3856,235 @@ "issue:43531|issue:44291", "issue:43421|issue:44568", "issue:42175|issue:45542", - "issue:43482|issue:45538", "issue:41720|issue:45081", + "issue:43482|issue:45538", "issue:44079|issue:44534", "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:43296|issue:46821", - "issue:43611|issue:43646", - "issue:43377|issue:45491" + "issue:44509|issue:46909", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "733f342dc9769c5b77eb1c270f5fd5945eef771fffb742cb8f1308d9cbb3a451", + "prepared_review_unit_hash": "2c01700e56511c23d75481bb540f87458418672ca1f07312555e3256689ad588", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37301, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "serialized_chars": 37209, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a collection of largely unrelated issues; the soft pairs are mostly superficial matches by subsystem or version. No PRs are present. If a single issue must be treated as the best representative, the broad Granite tokenizer regression is the strongest candidate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45812 is the broadest, most centrally relevant tokenizer regression in the set (all Granite models, silent v4\u2192v5 behavior change) and has the strongest reference signal.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall representative because it affects an entire model family and describes a concrete, user-visible regression with cross-cutting impact.", - "best_pr_reason": null, + "summary": "The set is broadly heterogeneous. A few pairs are thematically close (mostly Transformers v5/tokenizer/multimodal regressions), but none are strong enough to treat as the same underlying bug or change, so I would not merge any soft edge pairs.", + "confidence": 0.36, + "canonical_issue_reason": "If one issue has to anchor the cluster, issue 44291 is the clearest: it describes a narrow, reproducible TypeError in the init_empty_weights / _is_hf_initialized path, making it more concrete than the broader regression reports.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "Issue 44291 is the best single issue candidate because it is specific, actionable, and points to a concrete code-path regression rather than a broad symptom.", + "best_pr_reason": "No PRs are present in the provided items.", "soft_edge_verdicts": [ { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizer regressions, but one is model-specific loading and the other is a slow conversion path; different bugs and code paths." + "reason": "Both are tokenizer-related, but one is loading a specific repository tokenizer while the other is a performance regression in convert_tokens_to_ids with many added tokens." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch compatibility and loading noise are unrelated problems." + "reason": "Torch 2.10 compatibility and noisy transformer loading are different problems with different failure modes." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a multi-image iterable dataset failure and the other is still-image temporal position-id scaling; not the same issue." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "One is a loading failure around base_model_prefix, the other is non-persistent buffers being filled with junk; distinct regressions." + "reason": "Both mention Qwen2.5-VL, but one is multi-image iterable finetuning failure and the other is a rope-index scaling bug for still-image positions." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal dtype handling, but they affect different models and different components (image preprocessor vs audio/vision embedders)." + "reason": "Both involve multimodal dtype issues, but they affect different models and distinct code paths." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix handling and the other is non-persistent buffer initialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated issues." + "reason": "Audio feature extraction and compiled flex_attention on newer torch are unrelated bugs." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama leading-space round-trip behavior; different models and failure modes." + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trips are different failures." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." + "reason": "Documentation/loading noise is not the same issue as AutoTokenizer ignoring tokenizer.json for a repository." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Generic loading noise is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are different subsystems and bugs." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are related only by theme, not the same bug." + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are related feature area, but not the same concrete bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated regressions." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but they concern different setups and failures." + "reason": "Both are vision-language training issues, but they concern different models and different training failures." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "GPT-OSS perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage support are unrelated." + "reason": "Whisper model execution failure and Float8 storage lookup failure do not point to the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are transformers v5 regressions, but they affect different initialization/storage code paths." + "reason": "The runtime TypeError from _is_hf_initialized and the Float8 storage-object error are distinct initialization/runtime issues." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and an accuracy regression after upgrading Transformers are not the same bug." + "reason": "Tokenizer marker handling and a model accuracy regression after upgrade are not the same underlying problem." }, { "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 dataset loading." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states construction are separate bugs." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are different model-specific failures." + "reason": "A GGUF loading failure and a missing pad_token_id attribute are different model/config issues." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: one is initialization flag handling, the other is buffer state corruption." + "reason": "_is_hf_initialized breakage and junk-filled non-persistent buffers are different v5 regressions." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized initialization are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS behavior are different tokenizer paths." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow packaging/backend, but one is missing TF in the torch extra while the other is an undefined backend error from tensorboard-only installs." + "reason": "Both involve TensorFlow backend packaging, but the missing tf backend and the tensorboard-without-TF undefined backend error are different root causes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patching backend_tokenizer access are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Mistral regex patch crashes are unrelated." + "reason": "GGUF loading for Qwen2.5 and CLIPTokenizer's model_max_length default are unrelated issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated." + "reason": "ModelOutput key handling and non-persistent buffer initialization are different code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading and Qwen3 MoE training memory usage are different memory-related issues with different causes." + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE training memory usage are different problems." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json could be a contributor, but the Granite token-ID regression is a distinct, broader failure and not proven to be the same bug." + "reason": "Ignoring tokenizer.json during AutoTokenizer load and wrong Granite token IDs are distinct tokenizer regressions." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading and TimesFM window_size AttributeError are unrelated." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation bugs, but they affect different docs and different examples." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are transformers v5 regressions, but base_model_prefix loading and custom model initialization are different code-path failures." + "reason": "base_model_prefix loading breakage and custom model initialization breakage are related to v5 initialization, but they are not the same concrete bug." } ] }, @@ -4117,6 +4120,7 @@ "issue:42915", "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", "issue:43493", @@ -4137,7 +4141,6 @@ "issue:44291", "issue:44466", "issue:44479", - "issue:44509", "issue:44829", "issue:44877", "issue:45072", @@ -4145,23 +4148,23 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", "issue:45584", "issue:45701", "issue:45823", "issue:45834", "issue:46402", - "issue:46821", - "issue:46909" + "issue:46821" ], "soft_pairs": [ - "issue:44509|issue:46909", + "issue:43377|issue:45491", "issue:42175|issue:43296", "issue:43644|issue:44079", "issue:44829|issue:45479", "issue:41553|issue:43582", "issue:40444|issue:45381", - "issue:44265|issue:45072", "issue:43818|issue:46402", + "issue:44265|issue:45072", "issue:43493|issue:43994", "issue:43818|issue:45357", "issue:45325|issue:45834", @@ -4176,229 +4179,229 @@ "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:44479|issue:45823", - "issue:35707|issue:41720", "issue:43828|issue:46821", + "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:39692|issue:40444", "issue:44186|issue:44265", - "issue:43454|issue:43550", "issue:41720|issue:45823", + "issue:43454|issue:43550", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "70a54d523e66d4f95aabe96a9a5d5fa51be95dc4eb8315428d9c5501345aaad4", + "prepared_review_unit_hash": "6330e97f312b1da573036a08fbaeaa60d980ac502500e0360bf3e919d05186d8", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity cluster with two real duplicate-like subclusters: SigLIP2 implementation/output mismatch, and a Qwen2.5-VL rope-index/video-position regression. The rest are different bugs, docs problems, or unrelated model/runtime failures.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45325 is the clearest, most actionable root-cause report in the cluster: it names the specific get_rope_index / still-image temporal position_ids bug, and issue:45381 looks like the same regression from a different reproduction.", + "summary": "This cluster is mostly heterogeneous; most items share only broad subsystem similarity. The only plausible duplicate pair is the SigLIP2 implementation/output mismatch, so nearly all soft edges are rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43493 is the best root-cause anchor in the set: it is concrete, model-specific, and the clearest candidate to unify the only credible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the cluster\u2019s strongest duplicate pair: it is specific, code-path focused, and clearly maps to the same regression as 45381.", + "best_issue_reason": "issue:43493 is the most actionable representative overall; it focuses on an underlying implementation discrepancy rather than a downstream symptom or unrelated regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are documentation complaints, but they refer to different docs problems and different examples; not the same underlying bug." + "reason": "Both are batching/masking-related, but they affect different models and different failure modes; not the same underlying bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "One is missing TensorFlow in the torch extra backend; the other is a vLLM/PaddleOCR-VL load failure. Different issues." + "reason": "One is missing TensorFlow from a pip extra; the other is a model load failure in vLLM. Different problems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated code paths." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate code paths with different symptoms." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect sequence classification, but one is a flash-attention-3 training regression and the other is a zero-loss classification-label bug." + "reason": "Both mention degenerate training, but they are distinct classification-loss issues and not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error message vs Apple Silicon allocator TypeError are unrelated." + "reason": "An AutoTokenizer error message and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal/video models, but these are different models and different failures." + "reason": "These are different Qwen2.5-VL multimodal regressions: multiple images per prompt versus video position-id handling." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "torch.export failures from torch_compilable_check are not the same as bfloat16 dtype mismatch bugs." + "reason": "Video-LLaVA missing temporal attention and Sam3 text encoder weights not loading are unrelated model-specific bugs." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Video-LLaVA architecture/weights issue vs Sam3Model text encoder loading issue; different bugs." + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches in different models are not the same bug." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 HF-vs-reference implementation mismatch leading to incorrect/nonsensical outputs." + "reason": "Both point to the same SigLIP2 implementation problem: HF behavior diverges from the expected/reference behavior and yields bad outputs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA architecture issues and Qwen3.5 save_pretrained key serialization are unrelated." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index position bug and Kosmos2.5 OCR index error are different failures." + "reason": "Both involve positional/indexing logic, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 OCR indexing; different bugs." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video/still-image temporal-position_ids regression, described with the same underlying code path." + "accept": false, + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is lm_head not being tied for generation correctness; the other is device-dependent serialization of tied weights. Related theme, different bug." + "reason": "Both mention tied weights/lm_head, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are separate model/config compatibility issues." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading in v5 are different compatibility issues." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument handling and strict granite_speech config loading are different loading bugs." + "reason": "An unexpected init_empty_weights argument and strict config blocking granite_speech loading are separate loading/config bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization changes across versions are unrelated." + "reason": "Quantization/offloading behavior and tokenization changing across versions are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as the Qwen2.5-VL rope-index regression." + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope indexing are different concerns." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position_ids are unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are unrelated model behaviors." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated model behaviors." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export / torch_compilable_check failure are different execution paths." + "reason": "CPU offload device mismatch for Bark and torch.export failures for exportable models are different code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are device/vision related, but they are different model families and different regressions." + "reason": "A Qwen video-input regression and a Gemma4 device-map mismatch are different model/device bugs." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping CUDA asserts." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto device mapping cuda asserts are different failures." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive-generation issues are different bugs." + "reason": "Bark voice_preset behavior and generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors and Qwen2.5-VL iterable dataset failures are different issues." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image failures are different model workflows." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer batching crashes and torch.export failures are unrelated." + "reason": "LayoutLMv2 tokenization crashes and torch.export/torch_compilable_check failures are unrelated." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "lm_head weight tying and Bamba torch.compile SDPA failure are unrelated." + "reason": "Qwen3 auto device-map asserts and Gemma4 PLE device mismatch are different model/runtime failures." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Both mention device mapping, but the underlying models and failure modes differ." + "reason": "lm_head weight tying/serialization and Bamba SDPA torch.compile failures are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC STE mismatch are unrelated code-path problems." + "reason": "Bark CPU offload device mismatch and DAC.from_latents STE mismatch are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted pairs are plausibly the same regressions from the issue titles/body context, while the rejected pairs are generally justified by clearly different models, code paths, or failure modes. The summary does not overclaim beyond the evidence provided." + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43493 with issue:43994, is plausibly the same SigLIP2 discrepancy/output problem, and the rejected pairs are generally supported by clearly different titles and failure modes." }, "evaluator_used": true, "retried": false, @@ -4468,13 +4471,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:43377|issue:44610", "issue:43257|issue:45923", - "issue:42796|issue:46209", + "issue:43377|issue:44610", "issue:44568|issue:45920", + "issue:42796|issue:46209", "issue:43454|issue:45072", - "issue:46305|issue:46315", "issue:45823|issue:46821", + "issue:46305|issue:46315", "issue:40990|issue:42947", "issue:42617|issue:42915", "issue:43881|issue:44488", @@ -4489,98 +4492,98 @@ "issue:44387|issue:45704", "issue:41720|issue:44977", "issue:36331|issue:42915", - "issue:40990|issue:45701", "issue:44877|issue:44991", - "issue:44466|issue:45357", + "issue:40990|issue:45701", "issue:43450|issue:45701", - "issue:43065|issue:46402", + "issue:44466|issue:45357", "issue:41720|issue:42617", + "issue:43065|issue:46402", "issue:26413|issue:28530", - "issue:44186|issue:45072", - "issue:43873|issue:44756" + "issue:43873|issue:44756", + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "fa9d62d95a5e0aed5280c59ec69609b616de56fffca83db025ee83f612240dc2", + "prepared_review_unit_hash": "2f67272dffc492b19c2aa5c2cee1cb5e110d6582fe7b73dd3a5697bfc84d2524", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36065, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct tokenizer, loading, quantization, or model-specific bugs. I rejected all soft edges as non-duplicates and used the broad offloading/quantization regression issue as the best representative.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43873 is the broadest representative of the repeated loading/offloading/quantization regression theme in this set, even though the cluster is not a true duplicate group.", + "summary": "This is not a duplicate cluster; it\u2019s a collection of unrelated issues across training, tokenization, loading, quantization, and model-specific regressions. No soft pair looks like the same underlying bug or fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover many distinct subsystems and model families, with no clear shared underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best matches the cluster\u2019s widest recurring theme (offloading/quantization behavior) and is the least specific representative among the issues.", + "best_issue_reason": "None of the issues is a good global representative because the cluster is heterogeneous rather than one bug with variants.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "Different models and failure modes: padding-mask batched-output bug vs image input shape mismatch." - }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different subsystems: MoE weight conversion/loading vs missing gradient-checkpointing flag." + "reason": "Different problems: MoE weight conversion under accelerate/deepspeed vs missing gradient-checkpointing flag." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + "reason": "Different code paths: MIMI padding-mask batching bug vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different code paths and model families." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "lm_head tying/generation corruption is unrelated to bf16 dtype mismatches." + "reason": "Tokenizer BPE-marker handling vs FP8 inference failure on B200 are unrelated." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Different areas: sliding-window masking off-by-one vs slow token-id conversion." + "reason": "Different failures: tied-weight serialization vs bfloat16 dtype mismatch in inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch is unrelated to TimesFM window_size AttributeError." + "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different areas: streaming mask off-by-one vs tokenizer performance regression." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model is not the same bug as LoRA gradient-checkpointing behavior." + "reason": "Perplexity regression on a model/dataset is not the same bug as LoRA gradient-checkpointing ineffectiveness." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "No shared concrete code path: 3D parallel script failure vs FineGrainedFP8Config failure." + "reason": "A script launch failure and a Qwen3 MoE FP8 loading failure are different issues." }, { "left": "issue:43881", @@ -4592,121 +4595,121 @@ "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve input/shape behavior, but one is batched-vs-single encoder output and the other is image resolution handling." + "reason": "Both involve image models, but one is batching/padding-mask behavior and the other is non-default resolution handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying bug is unrelated to packed-weight unpacking during accelerate loading." + "reason": "Different model-loading bugs: lm_head tying vs packed-weight unpacking in BitNet." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Different bugs: FSDP CPU-efficient loading vs non-persistent buffer serialization junk." + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate regressions." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related broad area, but one is dequantized gpu+cpu offload loading and the other is general quantized offloading behavior." + "reason": "Related to offloading broadly, but one is dequantized model loading and the other is a general quantization/offload issue." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Config missing pad_token_idx is not the same as failing to unwrap text_config for composite models." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for Qwen multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to sinq save/load corruption." + "reason": "Segfault while loading Llava Next is unrelated to sinq save/load breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are loading failures, but the model families and concrete failure modes differ." + "reason": "Different model families and failure modes: Qwen3 device-map assert vs Llava Next segfault." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer signature change is unrelated to a parallel script runtime failure." + "reason": "CustomTrainer signature change is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "OOM from int4 quantization is not the same as the T5 apex RMSNorm memory leak." + "reason": "Both are memory-related, but one is int4 CUDA reserve growth and the other is an apex RMSNorm leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family only; device-map CUDA assert and flash-attention generation bug are different issues." + "reason": "Different Qwen generation failures with different trigger conditions and code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected trainer keyword argument is unrelated to Qwen3MoE FP8 loading." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and tokenization-version change are not the same concrete bug." + "reason": "Trainer API mismatch and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading failures are separate problems." + "reason": "Strict config loading and tokenizer loading regression are different root causes." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Both are save_pretrained serialization regressions, but they affect different tensors/keys and model paths." + "reason": "Perplexity on one model is not the same as a broad tokenization-version change report." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenization behavior changes." + "reason": "Video processor batch shape bug is unrelated to tokenizer-version behavior." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Same model family, but pixel-decoder dummy conv and text-encoder weight loading are different code paths." + "reason": "Both mention serialization, but the affected artifacts and failure modes differ." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different models and failures: device-map CUDA assert vs a separate script execution issue." + "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Checkpoint resume iterator exhaustion and early-stopping metric lookup are unrelated training issues." + "reason": "Same model family, but dummy Conv2d in pixel decoder vs missing text encoder weight loading are different bugs." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to bf16 dtype mismatches." + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup failure are unrelated training issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offloading, but mmap-on-Strix-Halo OOM is not the same as quantized offloading behavior." + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different memory/loading problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." } ] }, @@ -4788,223 +4791,223 @@ "issue:43295|issue:45701", "issue:45685|issue:46821", "issue:43646|issue:46665", - "issue:44186|issue:44610", "issue:44451|issue:47020", "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:36010|issue:42617", "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:42915|issue:43317", - "issue:44423|issue:45406", - "issue:44734|issue:46858", "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", "issue:44008|issue:45823", "issue:41720|issue:45161", "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:43531|issue:43572", - "issue:45632|issue:45684", "issue:44671|issue:44743", "issue:42915|issue:46291", + "issue:45632|issue:45684", "issue:36331|issue:41720", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "e7e3b11a7b38b8b39b7c31479de1003b3cc8c3e6ca071a59db5076b3de8b798e", + "prepared_review_unit_hash": "c964fcaa827c12238f893044d270d50033b01545352eed71448f512f1defef7e", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36263, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "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": "The cluster is a loose collection of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46858 is the most self-contained and technically precise report, but there is no true duplicate cluster here; the issues span unrelated subsystems and models.", + "summary": "These are mostly unrelated issue reports. The soft pairs share broad subsystem keywords, but they describe different concrete bugs and code paths, so none are safe duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46858 has the clearest root-cause framing and reproduction details, making it the best single representative of this mixed set, though not a duplicate hub.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache behavior, but one is beam-search reorder skipping and the other is a static-cache seq-length arithmetic bug; different code paths." + "reason": "Both involve generation/cache behavior, but 46612 is about beam-search cache reorder being skipped for specific models, while 46858 is a static-cache seq_length/device-tensor arithmetic bug in prefill. Different failures and fixes." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a dtype-loading bug for Blip2, the other is Trainer checkpoint/resume max_steps logic; unrelated problems." + "reason": "BLIP2 dtype loading vs Trainer resume/max_steps logic are unrelated; they affect different components and code paths." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are separate components with different failures." + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is a missing all_tied_weights_keys attribute in Molmo CausalLM. No shared underlying defect." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Torch.compile + SDPA in Bamba and BitNet packed-weight loading with accelerate are distinct bugs." + "reason": "Both touch model loading/compile flows, but 43550 is an SDPA torch.compile issue in Bamba, while 43720 is about unpacking packed BitNet weights during accelerate loading. Different root causes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failures, but for different causes: glm-4v-9b model init versus tokenizer loading for est-roberta." + "reason": "Both are load failures, but they concern different models and mechanisms: one is a specific model loading failure, the other is a tokenizer-loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization regressions, but one is a processor.tokenizer API break and the other is a broad version-related tokenization change." + "reason": "Both mention version-related behavior changes, but 43295 is a processor/tokenizer API regression and 45701 is a tokenization output change complaint. Not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "An MPS histogram kernel limitation is unrelated to a TimesFM window_size attribute error." + "reason": "MPS histogram-not-implemented in a MoE path is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "CPU offload/device-map loading failure is unrelated to from_pretrained behavior inside Python classes." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and OmDet-Turbo input-size mismatch are different tokenizer/processor bugs." + "reason": "Both involve custom model/loading behavior, but 43646 is a Transformers 5.0 custom initialization breakage and 46665 is inconsistent from_pretrained behavior inside Python classes. Not the same code-path problem." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer load issues, but the affected models and failure modes differ; not enough evidence of the same underlying defect." + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer/model-specific bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime failures, but one is SDPA/compile and the other is CPU offload device mismatch; unrelated." + "reason": "Bamba torch.compile+SDPA and bark-small CPU offload device mismatch are different device/compile issues with different fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are both vision/tokenizer-related only at a very broad level; the concrete bugs are different." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py runtime failure are unrelated." + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model internals, but one is weight tying in Mistral3 and the other is incorrect visual encoder save keys in Qwen3.5." + "reason": "Both are multimodal/model-structure regressions, but 43404 is about tied lm_head weights in Mistral3 and 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained. Different issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision/preprocessing issues, but one is a processor output size bug and the other is a model positional-encoding/interpolation bug." + "reason": "Both concern vision input sizing, but one is a processor/model resolution mismatch for OmDet-Turbo and the other is a Perceiver interpolate_pos_encoding failure at non-default resolution. Different bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading paths: FineGrainedFP8Config failure versus dequantized model loading with device_map auto/offload." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different acceleration/offload problems." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both affect serve with multimodal models, but the errors point to different root causes: string .to() misuse versus missing _tokenizer on Gemma4Processor." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation internals, but one is KV-cache continuation indexing in serve and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both are cache/serve-related, but 44734 is wrong tensor indexing during KV-cache continuation in serve, while 46858 is a static-cache seq_length tensor/device arithmetic bug. Different failure points." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "TimesFM window_size attribute and YOLO multi-GPU device-map failure are unrelated." + "reason": "Continuous-batching str.to crash and Gemma4Processor missing _tokenizer are distinct multimodal serving bugs." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma variants and different bugs: variable name collision in forward versus device mismatch under auto device mapping." + "reason": "Gemma3n forward variable-name collision and Gemma4 PLE device mismatch are not the same problem." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve large-model parallelism, but cudaErrorAssert on A800 and GPT-OSS MoE tensor-parallel failure are distinct issues." + "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different distributed/device issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric handling and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention torch.compile/generation, but one is inconsistent chunked generation output and the other is a concrete static-cache seq-length tensor bug." + "reason": "Chunked generation inconsistency with compiled forward and static-cache seq_length device tensor arithmetic are both compilation/generation issues, but not the same code path or bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are separate config/model issues." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Both concern save/cache behavior for custom models, but one is cache-path collision and the other is read-only permission propagation." + "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are unrelated." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset with cache are different model-specific bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config model failure and pipelines import dependency/version error are unrelated." + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirement are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3 auto device-mapping cuda assert." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizers and different failure sites; not the same bug." + "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, inputs, and failure mechanics; not a single duplicate bug." } ] }, @@ -5083,44 +5086,44 @@ "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:43540|issue:43782", - "issue:43873|issue:45704", "issue:29159|issue:36032", "issue:30064|issue:34634", + "issue:43873|issue:45704", "issue:44387|issue:45701", "issue:43550|issue:43653", "issue:44534|issue:46665", "issue:43531|issue:45759", "issue:43452|issue:47020", "issue:41720|issue:43746", - "issue:43606|issue:43720", "issue:44492|issue:44509", + "issue:43606|issue:43720", "issue:42490|issue:43329", "issue:43526|issue:43881", "issue:45406|issue:45464", "issue:43388|issue:45059", "issue:34567|issue:35707", "issue:43606|issue:43653", - "issue:34634|issue:41720", "issue:43531|issue:46821", + "issue:34634|issue:41720", "issue:43540|issue:46858", "issue:45759|issue:45859", "issue:43531|issue:44589", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "36140365305c3c6060abf0069b801283b28396e4d7b074ab8315e40579fba7a2", + "prepared_review_unit_hash": "03e4313744d3fdd362f89d3a8633667314deca89ee56226ba38e3a19e87876ed", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35788, + "serialized_chars": 35786, "estimated_input_tokens": 8947, "estimated_eval_tokens": 18150 }, @@ -5129,186 +5132,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: they mention similar components (tokenizers, configs, loading, offload, Qwen, etc.) but describe different concrete failures, models, or code paths. No duplicate cluster is supported here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are unrelated issues across tokenizers, Qwen variants, loading/offload, docs, and processors. None of the soft edges look like true duplicates, though a few are loosely related by subsystem.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate emerges; if forced to anchor the cluster, issue 45759 is the closest representative of the small Qwen config-propagation subgroup, but it does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45759 is the best single representative by soft-link density and thematic coherence within the Qwen config family, even though the overall cluster is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated bugs." + "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated failure modes." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they concern different models and different fields with different failure modes." + "reason": "Both are config-related, but Gemma3TextConfig API drift and GPTNeoX rotary_pct reload are different bugs in different models." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup and void segmentation map processing are unrelated subsystems." + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-loading problems." + "reason": "FineGrainedFP8Config failure and Llava Next loading segfault are different code paths and symptoms." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct issues." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same bug." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video processing in Qwen3OmniMoe and Qwen3VL weight_only loading error are different code paths." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading memory behavior is unrelated to T5's apex RMSNorm leak." + "reason": "Both involve Qwen multimodal models, but video input validation and weight_only load errors are distinct paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5 add_special_tokens load-time conflict are different tokenizer bugs." + "reason": "Slow/fast tokenizer inconsistency and a T5Tokenizer add_special_tokens init conflict are separate tokenizer bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation-map processing and BarkProcessor voice_preset handling do not describe the same defect." + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading OOM and T5 apex.FusedRMSNorm memory leak are different resource issues with different causes." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and tokenization changing across versions are unrelated." + "reason": "Int4 quantization memory growth and tokenization differences across versions are not the same defect." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization in v5 is not the same as from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junking in v5 and from_pretrained behavior inside Python classes are different initialization issues." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window and composite config unwrapping are different Qwen config issues." + "reason": "Both touch Qwen config/model behavior, but sliding_window handling and text_config unwrapping are different bugs." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading support and XLMRobertaTokenizer/Unigram type mismatch are different loading failures." + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init type mismatch are separate tokenizer/load issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading bugs." + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are not the same change." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Cache strategy typo and removed pipeline-task docs are both documentation-like but not the same issue." + "reason": "CPU offload device mismatch in Bark and unpacking packed BitNet weights during accelerate loading are distinct bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local path warning and missing video-branch variables in multimodal token counting are unrelated." + "reason": "Trailing-slash local path import warning and undefined video-branch multimodal token logic are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different problems." + "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are different problems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are separate serving bugs." + "reason": "Both involve serving/inference, but Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failure are different code paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Last-batch label gathering and SAM3 text/box behavior are different evaluation/model issues." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are not the same underlying bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation cache handling." + "reason": "TrainerState token accounting and progressive generation cache handling are unrelated." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer mask-token registration are unrelated." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration have no shared root cause." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures do not share a code path." + "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size errors are different subsystems." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size are superficially similar but different APIs and bugs." + "reason": "Bark voice_preset support and Qwen3 device mapping cuda assert are unrelated." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are unrelated." + "reason": "Video-input validation in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different bugs." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are different Qwen issues." + "reason": "Both are Qwen3.5-related, but config unwrapping and CPU-offload rotary embedding incompatibility are distinct code-path failures." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior and missing Float8 storage support are unrelated." + "reason": "Qwen3-MoE sliding_window and Float8 storage deserialization errors are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are different model-config issues." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config changes." } ] }, @@ -5382,20 +5385,20 @@ "issue:46693" ], "soft_pairs": [ - "issue:45357|issue:46402", "issue:44451|issue:44991", + "issue:45357|issue:46402", "issue:43644|issue:46665", "issue:44898|issue:45072", "issue:44987|issue:45042", - "issue:44625|issue:45479", "issue:44062|issue:44451", + "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:44368|issue:45357", "issue:43746|issue:46050", - "issue:46655|issue:46693", "issue:43381|issue:45704", + "issue:46655|issue:46693", "issue:43421|issue:43927", "issue:44918|issue:44936", "issue:45704|issue:45923", @@ -5412,214 +5415,214 @@ "issue:45081|issue:45356", "issue:43421|issue:44186" ], - "prepared_review_unit_hash": "75dbd990140b8466a8fe64927bc52e10281e51a8a9ed0f807616c1020bd61c41", + "prepared_review_unit_hash": "b119caecb92bcf5a569edeaf1edf3d8babe9cc2d7a16666de6618fa430687993", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36806, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports across tokenizers, multimodal processors, model loading, and training/runtime behavior. The only clear duplicate pair is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44545 is the best canonical issue: it is an exact duplicate of 44514, has slightly more discussion/inbound signal, and cleanly names the concrete batched-input padding=False crash.", + "summary": "Mostly false-positive similarity cluster. Only two pairs look like true duplicates: the offline tokenizer/cache failure and the exact Qwen2_5_VLProcessor batched-padding crash. The rest share broad themes (tokenizers, vision processors, multimodal models, training) but not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the strongest canonical candidate: it pinpoints the offline failure in `_patch_mistral_regex` / `model_info()`, while issue:42886 mainly reports the same user-facing symptom. The other soft matches are either unrelated or too broad to unify into one bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative of the only true duplicate pair in this set; it captures the specific code-path failure most clearly.", + "best_issue_reason": "issue:44843 is the best representative issue because it gives the clearest root cause and is directly actionable; issue:44514/44545 is also a real duplicate pair, but it is a narrower exact-title duplication rather than the most informative bug report overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Both are multimodal save/load failures, but one is about incorrect visual encoder keys and the other about missing text encoder weights; different components and failure modes." + "reason": "Both are tokenizer load failures, but they affect different models and likely different failure modes; not enough evidence of one underlying bug." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different model repos and appear to stem from different issues." + "reason": "Both are multimodal save/load issues, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder loading; different code paths." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to from_pretrained behavior inside Python classes." + "reason": "These describe unrelated problems: non-persistent buffer initialization vs. from_pretrained behavior inside Python classes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "One is an image-resolution/interpolation bug; the other is a bfloat16 dtype mismatch in inference." + "reason": "Different subsystems and symptoms: image-size interpolation failure vs. bf16 dtype mismatches." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading failure for a specific checkpoint is not the same as an image processor incorrectly requiring torchvision." + "reason": "One is a specific model load regression; the other is a PIL image-processor dependency regression. Too different to merge." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "num_labels propagation and single-label classification loss degeneracy are different bugs." + "reason": "Both involve tokenizers, but one is an AddedToken argument duplication and the other is a model-specific loading failure." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "AddedToken keyword conflicts are unrelated to the ScandiBERT loading failure." + "reason": "Both concern classification config, but they are different bugs: num_labels propagation vs. single-label zero-loss behavior." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient explosion regression." + "reason": "Both mention gradients/training, but one is eval-mode checkpointing restriction and the other is a ZeRO-3 gradient regression." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "A documentation/example mismatch is not the same as an image processor producing the wrong resolution." + "reason": "Both are vision/model mismatch reports, but they affect different models and processor expectations." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to the T5 apex RMSNorm memory leak." + "reason": "A CUDA assert on Qwen3 auto device mapping is unrelated to T5 using apex RMSNorm." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings does not match the Qwen3.5 save_pretrained visual-key bug." + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained key-mapping bug." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are different code paths." + "reason": "Both involve loading/saving models, but one is PEFT/local checkpoint loading and the other is quantized sinq round-tripping." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Video processor padding calculation is unrelated to the FA2 long-context performance regression." + "reason": "Different concrete issues: eval-mode gradient checkpointing vs. apex RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Eval-mode checkpointing behavior and a memory leak in T5 normalization are not the same bug." + "reason": "Video padding calculation bug vs. long-context FA2 performance regression; not the same bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and DiaConfig custom-token-ID loss are distinct tokenizer/config issues." + "reason": "Both involve token IDs/special tokens, but one is tokenizer post-processor updates at runtime and the other is config persistence causing generation IndexError." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer train/evaluate lifecycle failure are different trainer problems." + "reason": "Both are trainer-related, but one is embedding unpacking with TRL SFT and the other is evaluate() after train()." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "The T5 memory leak and the missing gradient_checkpointing flag on a trust_remote_code model are unrelated." + "reason": "Completely different problems: T5/apex memory leak versus missing gradient-checkpointing support flag on a trust_remote_code model." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both involve offline mode, but one is cache loading in general while the other is an unconditional model_info() call in _patch_mistral_regex." + "accept": true, + "reason": "These are the same offline tokenizer bug: the cache-load failure in offline mode is explained by `_patch_mistral_regex` unconditionally calling `model_info()`." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config unwrapping is unrelated to a missing gradient_checkpointing capability flag." + "reason": "Composite config unwrapping in AutoModelForCausalLM is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offloading are different save/load and inference behaviors." + "reason": "Local checkpoint loading with PEFT adapters and offloading with quantization are different failure modes." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same crash report: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + "reason": "These are effectively the same issue: identical Qwen2_5_VLProcessor chat-template crash on batched input with padding=False." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different failure modes: nonsensical SigLIP2 predictions vs CamemBERT masked LM errors." + "reason": "Both report incorrect model outputs, but they are different models and different underlying bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example errors are not the same as a model-implementation discrepancy versus JAX." + "reason": "Both mention SigLIP2, but one is a doc/example mismatch and the other is an implementation discrepancy vs. JAX." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "A correctness bug in use_cache for seq_len>1 is unrelated to an error-message issue in T5 decoder input validation." + "reason": "A silent correctness bug in Mamba2Mixer use_cache is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor refresh and BigBird mask-token registration are different tokenizer bugs." + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Completely unrelated: image processor handling of void segmentation maps vs. an ImportError for GenerationMixin." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Weight-only load failure for Qwen3VL is unrelated to the qwen2.5-vl vision_position_ids bug." + "reason": "Different Qwen-VL bugs: weight_only loading failure vs. incorrect video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "The Mistral regex AttributeError and the Kimi-K2.5 codec/regression warning are related areas but not the same concrete bug." + "reason": "Both touch tokenizer regex handling, but one is a crash in fix_mistral_regex and the other is a codec-handling regression with a misleading warning; not clearly the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token update logic is unrelated to LayoutLMv2 NER padding/truncation crashes." + "reason": "Different tokenizer bugs: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only accepted duplicate pair, issue:44514/issue:44545, is clearly supported by the identical titles and matching crash description, and the rest of the rejections do not overstate similarity." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs are supported by near-identical titles / clearly matching failure descriptions, and the false pairs are mostly framed cautiously as broad theme overlaps rather than same-bug matches. No obvious overstatement or unsupported merge claim." }, "evaluator_used": true, "retried": false, @@ -5672,11 +5675,11 @@ "issue:44877", "issue:44898", "issue:44991", + "issue:44995", "issue:45081", "issue:45084", "issue:45356", "issue:45381", - "issue:45507", "issue:45834", "issue:45907", "issue:45987", @@ -5690,13 +5693,13 @@ "issue:47020" ], "soft_pairs": [ - "issue:45507|issue:46858", + "issue:44995|issue:46858", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43295|issue:45834", "issue:46829|issue:46832", + "issue:43295|issue:45834", "issue:45987|issue:46829", "issue:43550|issue:43927", "issue:43550|issue:44361", @@ -5722,220 +5725,226 @@ "issue:39692|issue:45834", "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "5d739cea5809e06dd1a38ab8eb9430d8e354ff2b6558464b73ac464b000c1e59", + "prepared_review_unit_hash": "f45071243339a94234fa00c1c095f6eb2e7fd5db0e41633435a20c59defb2b7b", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37261, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the items are mostly unrelated bug reports spanning tokenizers, vision/image processing, cache semantics, quantization/offloading, and model-specific regressions. All soft edges look like superficial topic overlap rather than the same underlying fix. No PR candidates were present.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical duplicate hub exists; the issues are too heterogeneous, and the apparent overlaps are only broad subsystem similarity.", + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, multimodal preprocessing, caching, quantization, and model loading. None of the soft pairs look like true duplicates of the same underlying bug/change; the closest ones share a subsystem or helper, but the root causes differ.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43873 is the most discussion-heavy and broadly framed open report, so it is the best representative anchor for this mixed set, even though it does not duplicate the others.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the set, 44843 is the most generally actionable library regression report, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "#43873 is the strongest single issue to anchor the cluster: active discussion, clear repro scope, and broad impact around quantization/offloading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45507", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Different bugs: GraniteMoEHybrid invalid-method call vs static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Both mention cache/state, but one is a model-specific stale indexer bug and the other is a static-cache type/device regression; different root causes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated regressions: Kimi tokenizer codec/fix_mistral_regex behavior vs Hub list_repo_files revision forwarding." + "reason": "Kimi tokenizer regression and `list_repo_files` revision forwarding are unrelated subsystems." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs/model mismatch and quantization failure are not the same bug as offloading not working with quantization." + "reason": "Doc/example errors for SigLIP2 and quantization/offloading behavior are not the same bug." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model/code paths: BitNet packed-weight loading vs DAC.from_latents missing STE parity." + "reason": "Packed-weight loading in BitNet vs missing STE behavior in DAC are different code paths and fixes." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to BitNet accelerate loading/unpacking." + "reason": "BigBird special-token registration and BitNet packed-weight unloading are unrelated tokenizer vs loading issues." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Different RT-DETR/VideoPrism models and distinct output-vs-forward-shape failures." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are vision-model failures, but one is an output-field mixup and the other is an RT-DETR forward TypeError with different triggers." + "reason": "Both are multimodal regressions, but one is processor/tokenizer API breakage and the other is a long OCR input index error." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract issue is unrelated to VideoPrism output mapping." + "reason": "StaticCache sequence-length return type and VideoPrism output contents are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different failures: torch.compile/SDPA in Bamba vs DiaConfig losing custom token IDs on save/load." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Dia config token-ID persistence." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA regression is unrelated to MLukeTokenizer task AttributeError." + "reason": "Different models and failure modes: compilation/SDPA vs tokenizer attribute errors." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but the failures are different layers: Qwen3OmniMoe video processing vs chat-template token/feature mismatch." + "reason": "Both involve Qwen video, but one fails during video processing while the other is a chat-template token/feature mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug is unrelated to FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different issues." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code missing fields." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config field loss." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-arg duplication is a tokenizer construction bug, not the same as loading cjvt/sleng-bert." + "reason": "AddedToken construction error and failing to load a specific model are not the same bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to _torch_extract_fbank_features()." + "reason": "Deepspeed ZeRO3/BertModel init and `_torch_extract_fbank_features()` are unrelated." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern loading behavior, but base_model_prefix breakage and from_pretrained-in-classes inconsistency are distinct code paths." + "reason": "Both touch model loading, but one is `base_model_prefix` compatibility and the other is class-local `from_pretrained` behavior." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding issues are unrelated to Perceiver image classification interpolation failures." + "reason": "LayoutLMv2 tokenizer NER/padding crashes are unrelated to Perceiver interpolation on non-default resolution." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction mismatch are different bugs." + "reason": "Special-token registration in BigBird and DAC forward/from_latents mismatch do not share the same root cause." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map cudaErrorAssert is unrelated to loading EMBEDDIA/est-roberta tokenizers." + "reason": "Qwen3 auto device mapping assert and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "ImageProcessor void segmentation-map handling and CustomTrainer loss signature are different areas." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-collision forward bug is unrelated to static-cache seq-length tensor behavior." + "reason": "Gemma3n audio-mask variable collision and static-cache seq-length device tensor are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping are unrelated subsystems." + "reason": "Audio feature extraction and `add-new-model-like` tokenizer mapping logic are different code paths." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length tensor return is unrelated to Gemma4 quantized vision/audio embedders dtype casting." + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions and RTDetrV2 output divergence are distinct model-output regressions." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are distinct model-specific regressions." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-configuration problems." - }, - { - "left": "issue:44488", - "right": "issue:47020", - "accept": false, - "reason": "Model-loading failure for cjvt/sleng-bert is not the same as XLMRobertaTokenizer Unigram dict-vs-sequence initialization." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "AutoConfig trust_remote_code missing-fields regression is unrelated to strict config blocking granite_speech loading." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated architecture bugs." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents forward mismatch." + "reason": "Bamba compilation/SDPA failure does not match DAC latent decoding mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call bug and the other is a backend_tokenizer attribute assumption." + "reason": "Both involve `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a `backend_tokenizer` attribute crash; different fixes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading an image processor from URL and a template-node compilation TypeError are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/quantization errors are unrelated to Kosmos2.5 OCR length/index issues." + "reason": "SigLIP2 documentation issues and Kosmos2.5 long OCR input errors are not the same bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Different components and failure mechanisms; no shared code path." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Specific model load failure and `XLMRobertaTokenizer` Unigram constructor type mismatch are different tokenizer bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code` missing fields and strict config rejection are both config-loading issues, but they are different behaviors and fixes." } ] }, @@ -6011,24 +6020,24 @@ "soft_pairs": [ "issue:34634|issue:36010", "issue:44448|issue:44671", - "issue:43540|issue:44008", "issue:44186|issue:44442", + "issue:43540|issue:44008", "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43322|issue:45685", "issue:43644|issue:43749", - "issue:43606|issue:45072", "issue:44991|issue:47020", - "issue:43782|issue:44977", + "issue:43606|issue:45072", "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:44479|issue:45834", "issue:43582|issue:46512", "issue:43550|issue:45072", "issue:43825|issue:43994", "issue:43577|issue:43818", "issue:44561|issue:45020", - "issue:43388|issue:46032", "issue:44991|issue:46291", + "issue:43388|issue:46032", "issue:46294|issue:46463", "issue:43716|issue:44008", "issue:44805|issue:44936", @@ -6037,20 +6046,20 @@ "issue:44610|issue:45072", "issue:28218|issue:29159" ], - "prepared_review_unit_hash": "e8db899e029a78e4534f6b211d1325eaecad8f1cbb9c2621922839e8a0bca6bf", + "prepared_review_unit_hash": "bde7cda77075cbfc0d9c1fdef631f36d042623a5466a2ee4dde9905e3731bae7", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36042, + "serialized_chars": 36041, "estimated_input_tokens": 9011, "estimated_eval_tokens": 18278 }, @@ -6059,174 +6068,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same concrete bug/change. The set is a loose semantic cluster of tokenizer, loading, dtype, and video-input regressions that mostly share only broad subsystem vocabulary.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45020 is the broadest, most representative regression report in the set: it describes recent-version breakage for remote_code models, which best matches the cluster\u2019s loose theme without pretending the other reports are duplicates.", + "summary": "The cluster is mostly a loose pile of transformers regressions that share keywords like tokenizer, loading, dtype, or multimodal inputs, but the soft-linked pairs are not the same concrete bug/change. I would not collapse any of these edges into duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "No clear canonical issue: the items split across unrelated bugs/regressions, so there is no single duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most general and centrally phrased report among the items, so it is the best umbrella representative of the cluster.", + "best_issue_reason": "issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakages), but it only fits a subset and should not be treated as a true duplicate representative for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset is a model-specific processor bug; GenerationMixin import failure is a separate API/module-path issue." + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated failures in different code paths." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs CamemBERT masked-LM prediction errors." + "reason": "Both are v5 output regressions, but they affect different model families and likely different bugs." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and Gemma3n audio_mel_mask variable collision are unrelated code paths." + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is distinct from AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "These are different multimodal model bugs: video input processing vs a Gemma 3n forward variable collision." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription decoding after align_special_tokens is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different failure modes." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation of input_ids/inputs_embeds is a different bug from degenerate zero loss in sequence classification." + "reason": "Input validation messaging for input_ids/inputs_embeds is unrelated to the zero-loss classification bug." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram Int error are different failures in different subsystems." + "reason": "A Llava Next loading segfault and an MPS histogram TypeError are separate low-level issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are both loading-related, but not the same concrete bug." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Bark CPU-offload device mismatch and SwitchTransformers/TimmWrapperModel dtype mismatch are separate mismatch bugs." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading/runtime problems." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is not the same as XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Both concern tokenizers, but one is a model-specific load failure and the other is a Unigram/vocab type mismatch." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation failure are different stages and code paths." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different hardware/runtime errors." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are distinct tokenization behaviors." + "reason": "Post-processor refresh on special-token changes is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only failure and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Broad video-input regression across Qwen variants does not match a Kosmos2.5 long-OCR indexing bug." + "reason": "A v5.3.0 video-input regression and a long OCR index error are unrelated multimodal issues." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related problems." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile SDPA failure and bfloat16 dtype mismatches in other models are not the same bug." + "reason": "torch.compile+SDPA failure is not the same as a bfloat16 inference dtype mismatch." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "pipeline translation error messaging and SigLIP2 nonsensical outputs are different problems." + "reason": "An incorrect pipeline error message and nonsensical AutoModel/pipeline outputs are different issues." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype reporting mismatch and Video-LLaVA missing temporal attention/shared weights are unrelated model bugs." + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing problems do not share the same code path." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both concern recent-version breakage around remote_code, but one is a specific API removal impact and the other is a broader compatibility report; not the same concrete bug." + "reason": "Both mention remote_code regressions, but one is a specific helper removal and the other is a broader umbrella report." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are separate training/runtime issues." + "reason": "Tokenizer loading failure for a specific model and kernels import/version requirement failure are unrelated." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Tokenizer loading for a specific model and a kernels dependency/version requirement during pipelines import are different failures." + "reason": "Metric gathering drops tuple labels; Mamba2 use_cache returns incorrect results. Different subsystems and symptoms." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video/chat-template mismatch and T5 decoder-input validation errors are unrelated model-family bugs." + "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch is not the same as Gemma3n forward-pass variable collision." + "reason": "Mistral-3 preprocessor/model dtype mismatch and Gemma 3n variable collision are separate multimodal bugs." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A mask-vs-tensor shape IndexError and trainer.evaluate() failing after trainer.train() are too generic and likely separate causes." + "reason": "Mask shape mismatch at indexing time is not the same as trainer.evaluate failing after trainer.train()." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Model weight-shape mismatch on load and missing linear_attn entries in TP plan causing OOM/shape error are different loading/parallelism bugs." + "reason": "Weight shape mismatch on model load and missing TP plan entries are different load-time vs parallelism-plan issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Qwen2.5-VL/Qwen3 video_position_ids issues are related only by the broad video domain, not the same bug." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to the Qwen2.5-VL vision_position_ids regression." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo and dtype mismatches in unrelated models are not duplicates." + "reason": "OmDet-Turbo image-size mismatch and bfloat16 dtype mismatch are different model configuration issues." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Added-token extra-space behavior may be related to tokenizer parity, but 29159 is only a broad slow-vs-fast inconsistency report and not clearly the same concrete bug." + "reason": "Added-token extra space and slow/fast tokenizer inconsistency are only superficially related; not the same concrete tokenizer bug." } ] }, @@ -6273,7 +6282,9 @@ "issue:43825", "issue:43827", "issue:43906", + "issue:44060", "issue:44291", + "issue:44368", "issue:44589", "issue:44671", "issue:44857", @@ -6287,7 +6298,6 @@ "issue:45325", "issue:45372", "issue:45406", - "issue:45600", "issue:45701", "issue:46175", "issue:46209", @@ -6325,198 +6335,198 @@ "issue:43906|issue:46209", "issue:45081|issue:45406", "issue:43452|issue:44991", - "issue:43329|issue:45600" + "issue:44060|issue:44368" ], - "prepared_review_unit_hash": "05bdffb7ca6b07d377cd82d6f5010a4d51de4197b7ee36b6d9c3592195ad5c70", + "prepared_review_unit_hash": "4981d31e8a0c73a13e6f69972fc2a7bc0f627321911b8caabdd0f981440e8ead", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35660, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs are mostly unrelated model-, tokenizer-, loading-, or processor-specific regressions, not true duplicates. I would not merge any of the candidate edges.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45020 is the best representative umbrella item because it describes the broadest recurring theme in the set: recent Transformers versions breaking model loading/behavior. The other issues are much narrower and model-specific.", + "summary": "This cluster is a loose collection of distinct Transformers regressions and loading/processing bugs, mostly around v5-era breakages. There isn\u2019t a safe duplicate merge among the soft pairs; they share broad themes but not the same concrete underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style issue in the set (recent Transformers versions breaking remote_code models), so it is the closest thing to a cluster anchor, though it does not actually duplicate the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest overall representative for the cluster because it captures a broad, user-facing v5 regression pattern and is more general than the other reports.", + "best_issue_reason": "issue:45020 is the best representative issue for the cluster\u2019s general theme of version-regression breakages, but it is still too broad to serve as a true duplicate target for most of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM-efficient loading and the other is an init_empty_weights/_is_hf_initialized TypeError. Different code paths and root causes." + "reason": "Both are model-loading failures, but one is an FSDP CPU RAM-efficient loading bug and the other is an init_empty_weights argument mismatch; different code paths." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different models and failures: BitNet packed-weight loading vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference. Not the same bug." + "reason": "Different models and failure modes: packed-weight loading in BitNet vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both mention custom usage patterns, but one is about defining/initializing custom models in Jupyter notebooks and the other is from_pretrained inside Python classes. Too different to be the same issue." + "reason": "Both mention initialization/from_pretrained behavior, but one is a notebook custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error message about translation tasks in pipeline(), the other is docs still referencing pipeline() after removals. Related area, but not the same underlying bug/change." + "reason": "One is an incorrect pipeline error message, the other is stale documentation; related theme, not the same underlying issue." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regressions and general tokenization changes are different symptoms with different likely causes." + "reason": "A masked-LM prediction regression for CamemBERT is not the same as a general tokenization change across versions." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Unrelated bugs: Blip2 dtype propagation vs an Apple Silicon allocator warmup TypeError." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss keyword handling are completely separate bugs." + "reason": "Different subsystems entirely: Bark voice presets vs Trainer.compute_loss signature mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package backend dependency selection and a Mistral tokenizer regex patch crash are unrelated." + "reason": "Packaging/backend dependency issue vs a tokenizer regex patch crash; no shared underlying defect." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4VisionPatchEmbedder one-hot materialization and Gemma4 quantized embedder dtype casting are different issues in different parts of the model stack." + "reason": "Both are Gemma4-related, but one is a memory-heavy positional embedding implementation and the other is dtype casting for quantized embedders." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processing bugs, but they affect different models and different computations: Swin2SR padding vs Aria patch counting." + "reason": "Both are image-processor bugs, but they affect different models and different logic paths (padding vs patch counting)." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP text model structure divergence." + "reason": "sys.modules access in modeling_utils is unrelated to the CLIPTextModel structural inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL rope index scaling are different models and different code paths." + "reason": "Different Qwen variants and different failures: weight_only loading error vs rope index/temporal position scaling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents STE mismatch are separate audio-processing bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent decoding mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback in git-oss-20b are unrelated." + "reason": "Tokenizer special-token registration vs MXFP4 quantization loading fallback are unrelated issues." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP/CUDA crash are different runtime failures." + "reason": "Different hardware/backend crashes: Apple Silicon allocator warmup vs CUDA AMP image loss failure." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 processor import failure from mistral_common and continue_final_message behavior for mistral_common tokenizers are not the same bug." + "reason": "Both involve mistral_common/Gemma4-era code, but one is an import dependency break and the other is a continue_final_message tokenizer bug." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL image processors requiring torchvision are unrelated." + "reason": "Float8 storage deserialization and torchvision dependency handling are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "KeyError loading a specific model and broad remote_code breakage are different failures." + "reason": "A specific MobileLLM key error is not the same as the broad remote_code regression umbrella." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + "reason": "torch.compile/SDPA behavior for Bamba is unrelated to MXFP4 quantization fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and custom-model Jupyter notebook initialization are unrelated." + "reason": "GenerationMixin import failure and notebook custom-model initialization are different bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading and a multimodal token counting video-branch NameError are different bugs." + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting in a video branch." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss keyword mismatch are separate API regressions." + "reason": "Import error vs trainer method signature change; different failure classes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and RTDetrV2 output differences are unrelated." + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different model-specific issues." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue and FP8 inference failure on B200 are not the same bug." + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer in transformers serve are different processor/tokenizer issues." + "reason": "Both are AttributeError-style loader bugs, but they involve different models, objects, and attributes." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading regressions and EMBEDDIA/est-roberta tokenizer loading failures are different tokenizer/model-load problems." + "reason": "GGUF loading breakage is not the same as the est-roberta tokenizer regression." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Undefined multimodal token helper names and removed Sam3LiteText auto-mapping references are unrelated CI/runtime issues." + "reason": "Both mention tied-weights warnings, but the underlying warning and model-specific cause differ; not safe to merge." } ] }, @@ -6554,11 +6564,11 @@ "issue:43450", "issue:43526", "issue:43531", + "issue:43606", "issue:43638", "issue:43643", "issue:43650", "issue:43696", - "issue:43720", "issue:43742", "issue:43746", "issue:43819", @@ -6566,9 +6576,7 @@ "issue:43906", "issue:43927", "issue:43931", - "issue:44060", "issue:44291", - "issue:44368", "issue:44387", "issue:44479", "issue:44554", @@ -6583,18 +6591,20 @@ "issue:45084", "issue:45459", "issue:45538", + "issue:45600", "issue:45759", "issue:45803", + "issue:45859", "issue:46291", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:44060|issue:44368", - "issue:43526|issue:44554", - "issue:43819|issue:43927", - "issue:43531|issue:45042", + "issue:43329|issue:45600", "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43819|issue:43927", + "issue:43526|issue:44554", "issue:45084|issue:45538", "issue:42175|issue:46291", "issue:43746|issue:44811", @@ -6603,11 +6613,10 @@ "issue:43643|issue:45759", "issue:39692|issue:44912", "issue:38175|issue:44610", - "issue:43720|issue:44610", "issue:43262|issue:44811", "issue:43257|issue:43696", - "issue:44387|issue:44617", "issue:43329|issue:43450", + "issue:44387|issue:44617", "issue:43257|issue:43931", "issue:43329|issue:44479", "issue:42915|issue:43742", @@ -6617,210 +6626,214 @@ "issue:46421|issue:46424", "issue:43650|issue:43906", "issue:42915|issue:44821", - "issue:29159|issue:34567" + "issue:29159|issue:34567", + "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "c82d672d74af73fcf5673cd0978c94dbbdf0ce3caa59e06dc3d1848b2ce27d5c", + "prepared_review_unit_hash": "6ceff1d9f80294b41e91118f2b59a4a0aefafd82df77ed044a3543e1685993f6", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated issues; none of the proposed soft pairs look like the same underlying bug or change, so I rejected all duplicate links.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out because the set spans unrelated bugs across tokenizers, training, multimodal processing, quantization, and model loading.", + "summary": "44479 remains the best issue candidate as the broader user-facing Qwen video regression. The previously accepted 43329\u219444479 link is now treated conservatively as related-but-not-duplicate, because the packet only shows title/embedding similarity and the descriptions point to different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the best canonical issue: it is the broader, user-facing report of the Qwen video-input regression across multiple affected models and is the better duplicate hub than a narrower internal helper bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45042 is the clearest standalone report to anchor on if one must be chosen: it is specific, reproducible, and has external references, but it is not a duplicate hub for the rest of the set.", + "best_issue_reason": "Issue 44479 is the strongest overall issue candidate because it captures a concrete multi-model regression with clear user impact and the broadest scope among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Both mention tied-weights warnings, but they concern different Qwen variants and different causes; not the same fix." + "reason": "Different bugs: video multimodal token counting versus stale auto-mapping references. Similarity alone is not enough." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is an MPS attention correctness issue." + "reason": "Different code paths and symptoms: deepspeed zero3 IndexError versus trainer state/eval behavior." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Different subsystems and failures: DAC latent reconstruction vs DiaConfig save/load token ID corruption." + "reason": "Qwen3-MoE sliding-window handling and PIL backend dependency behavior are unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and PIL-backend torchvision dependency are unrelated bugs." + "reason": "DAC forward-pass mismatch and DiaConfig token-ID loss are distinct model/config bugs." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Different training paths: a Zero3/non-pretrained Bert IndexError versus evaluate() failing after train()." + "reason": "Beit fast processor label reduction and MPS attention correctness are unrelated failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Compilation/template-node error and CLIPTokenizer max_length bug are distinct code paths." + "reason": "Template compilation error versus tokenizer max_length constant; no shared underlying defect." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend install issue is unrelated to kernels import-time dependency validation." + "reason": "Packaging/backend dependency issue versus pipelines import-time kernels requirement mismatch." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading for PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping affect different behaviors." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A trailing-slash path warning is not the same bug as Qwen3 MOE weight conversion with accelerate+deepspeed." + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation regression are different model-specific issues." + "reason": "Different models and failure modes: GLM-4.7-Flash loading test failure versus Qwen3.5 flash-attention generation bug." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are separate config-loading bugs." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is text_config unwrapping for multimodal configs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example mistakes are not the same as GPT-oss MXFP4 quantization falling back to bf16." + "reason": "SigLIP2 doc-example errors and GPT-OSS quantization fallback are separate issues." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo's input-size mismatch." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo processor sizing are different failure modes." + "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor/model size mismatch are not the same bug." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper batch_decode token skipping are different processor behaviors." + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are different code paths." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MOE weight conversion under distributed loading is unrelated to a GPT-oss CUDA OOM report." + "reason": "Qwen3 MoE loading/conversion and GPT-oss-20b CUDA OOM are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Quantization-related CUDA reserved-memory regression is not the same as Sam3Video's model-specific OOM." + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Undefined video-token-count helpers and batched video output shape are separate multimodal processor bugs." + "reason": "Quantization memory regression and Sam3Video OOM are different memory problems with different triggers." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE conversion/loading and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Qwen3 MoE weight conversion failure and Qwen3-VL weight-shape mismatch are distinct load-time failures." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The undefined video-branch helper bug is not the same as the v5.3.0 video regression across multiple model families." + "reason": "The packet only supports title-level/video-domain similarity; the descriptions point to different failure modes, so this is not enough to call them the same bug." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3 MoE and MobileLLM key error are unrelated model-loading bugs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter update and GPT-oss perplexity are not the same bug." + "reason": "TrainerState token counting and GPT-OSS perplexity are entirely different issues." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern exception handling, but they affect different functions and different error paths, so they are not duplicates." + "reason": "Both concern error handling, but in different components and with different mechanisms." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument incompatibility is unrelated to the PIL-backend torchvision dependency regression." + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to PIL backend torchvision dependency behavior." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Chunked-prefill recompilation and max_cache_length only applying to quantized cache are distinct cache issues." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is not the same as an isolated reproduction of issue 38071." + "reason": "The first is not a specific bug report; the second is an isolated reproduction of a different issue." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are different subsystems and bugs." + "reason": "Tokenizer fast/slow inconsistency and TrainerState token counting are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, and 44479 is a plausible best issue. However, the accepted soft-edge pair 43329 \u2194 44479 is overstated: the packet only shows title-level similarity and a soft-similarity score, while the issue descriptions point to different failure modes (undefined variables in `_get_num_multimodal_tokens` vs. a broader video-input regression across Qwen models). That is not enough evidence to assert they are the same bug or that 43329 is the root cause of 44479. Please keep that pair conservative unless there is direct packet evidence tying them together." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6856,12 +6869,12 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43606", "issue:43697", "issue:43742", "issue:43749", "issue:43824", "issue:43927", + "issue:44062", "issue:44291", "issue:44479", "issue:44568", @@ -6870,6 +6883,7 @@ "issue:44912", "issue:44936", "issue:44987", + "issue:44991", "issue:45081", "issue:45127", "issue:45137", @@ -6877,7 +6891,6 @@ "issue:45357", "issue:45405", "issue:45538", - "issue:45859", "issue:46291", "issue:46512", "issue:46693", @@ -6888,14 +6901,13 @@ "issue:47020" ], "soft_pairs": [ - "issue:43606|issue:45859", "issue:43749|issue:44756", - "issue:43540|issue:46701", "issue:28282|issue:29870", "issue:43454|issue:43577", + "issue:43540|issue:46701", "issue:43525|issue:46291", - "issue:43927|issue:44912", "issue:28282|issue:34689", + "issue:43927|issue:44912", "issue:44568|issue:45356", "issue:44987|issue:45538", "issue:33357|issue:34567", @@ -6914,205 +6926,206 @@ "issue:44936|issue:46821", "issue:43452|issue:43582", "issue:43577|issue:46512", - "issue:24643|issue:29159", - "issue:42915|issue:43749" + "issue:42915|issue:43749", + "issue:44062|issue:44991", + "issue:24643|issue:29159" ], - "prepared_review_unit_hash": "03e40d38477441ae49ac8409571db61d3fb68b70b08f46b8693640e9ff2b7a8a", + "prepared_review_unit_hash": "e1c43953e313e0511f4c3c72571965a2bb0b77ce7c55ff3a8cfdcd05811d7254", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36318, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are distinct model-loading, tokenizer, dtype, or training bugs rather than duplicates. I rejected all soft edges because they do not look like the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, quantization, and hardware-specific bugs. None of the soft edges look like the same underlying issue, so I rejected all duplicate candidates. I selected the Mistral tokenizer regression as the best representative issue because it is concrete and well-scoped, but the cluster is not a true duplicate group.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45081 is the most concrete, self-contained bug report in the set, with a specific failure mode in tokenizer patching and a clear repro/error. It is a better representative than the more generic or hardware-specific issues around it.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45081 is the strongest anchor for this cluster because it is specific, user-facing, and technically well described. Even so, the surrounding items are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but they affect different models/code paths and different failures; not the same bug." - }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "One is FSDP CPU RAM efficient loading, the other is mmap/OOM on Strix Halo; separate runtime issues." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Both are multimodal/pipeline failures, but on different models and distinct error conditions." + "reason": "Both involve loading/memory problems, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; different code paths and failure modes." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to Bart generate() unbound local error." + "reason": "ImportError for missing PyTorch is unrelated to BART generate() hitting an unbound decoder_attention_mask variable." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both involve model loading, but one is untied lm_head weights and the other is dtype propagation in BLIP2; different bugs." + "reason": "Both mention weight tying/dtype behavior, but they affect different model families and different symptoms; not the same bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Missing pad_token_id in a config is unrelated to pipelines import failing on kernels version/revision checks." + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma pipeline failure are distinct multimodal bugs." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "DiaConfig save/load token ID loss is a different problem from MXFP4 quantization fallback behavior." + "reason": "Llama4 pad_token_id attribute error is unrelated to pipelines import failing on kernels v0.15 requirements." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading-related, but one is missing PyTorch and the other is a specific regression loading Llama 3.2 vision." + "reason": "Both are loading/import failures, but one is a missing PyTorch environment check and the other is a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs causing IndexError is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizers, but the affected models and the underlying regression are different." + "reason": "A tokenizer not adding BOS/EOS in v5 is a different bug from the Kimi-K2.5 codec handling and warning regression." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for one repo is not the same as CLIPTokenizer's model_max_length bug." + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS CLIP bus error and TrainerState token counter not updating are unrelated." + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated problems." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and pipeline import dependency resolution are separate issues." + "reason": "Torch 2.10 compatibility is a different issue from kernels package import-time version/revision requirements." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different DETR-family crashes with different triggers and code paths." + "reason": "LwDetrImageLoss AMP crash and RT-DETR forward error with feature levels are distinct model bugs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key mapping are unrelated." + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-key regression affect different models and code paths." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings/lm_head, but one is a model init bug and the other is LoRA merge with extended vocab; not the same concrete bug." + "reason": "Both touch tied weights, but one is a Mistral3 generation/load issue and the other is LoRA merging with extended vocabulary; not the same concrete bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT minimum-version bump are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging issue and missing Qwen2.5-VL import are different failure modes." + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are different dependency/import issues." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box-validation messaging." + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's box-information error handling." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIP tokenizer max_length bug and YOLO multi-GPU device-map failure are different problems." + "reason": "CLIPTokenizer max-length behavior and multi-GPU device_map auto failure are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "These are both tokenizer bugs, but with different tokenizer classes and distinct failure mechanisms." + "reason": "Mistral regex patch crash and XLMRoberta Unigram vocab type mismatch are different tokenizer implementation bugs." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8 quantization failure is unrelated to CLIPTokenizer's max_length sentinel issue." + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer's max_length constant." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "A video-input regression and a long-context FA2 performance regression are different bugs." + "reason": "Video-input regression for Qwen models and FA2 long-context performance regression are different issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading one model and init_empty_weights argument mismatch in another are distinct loading paths." + "reason": "MobileLLM loading KeyError and init_empty_weights unexpected-argument TypeError are separate model-loading failures." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate/train state bug and TimesFM window_size AttributeError are unrelated." + "reason": "Trainer.evaluate() after train() and TimesFM window_size AttributeError are unrelated runtime issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading issues and Apple Silicon allocator warmup TypeError are separate bugs." + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different platform/code-path bugs." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is incorrect loaded tensor dtypes and the other is stale config.dtype after from_config." + "reason": "Both are dtype-related, but one is a model remaining float32 on load and the other is stale model.config.dtype after from_config; not the same bug." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are unrelated issues." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failing for EMBEDDIA/est-roberta." + }, + { + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different features and failure modes." + "reason": "DeepSpeed 'weight must be 2-D' training error and slow/fast tokenizer inconsistency are unrelated problems." } ] }, @@ -7166,7 +7179,6 @@ "issue:44898", "issue:44964", "issue:44987", - "issue:44991", "issue:45042", "issue:45072", "issue:45081", @@ -7186,16 +7198,15 @@ "issue:46821" ], "soft_pairs": [ - "issue:44062|issue:44991", - "issue:44849|issue:45701", "issue:27957|issue:28282", + "issue:44849|issue:45701", "issue:41720|issue:43540", "issue:43540|issue:44560", - "issue:44987|issue:45907", "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:34567|issue:36331", "issue:44479|issue:45381", "issue:43540|issue:44479", - "issue:34567|issue:36331", "issue:38175|issue:44898", "issue:44792|issue:44964", "issue:44568|issue:45488", @@ -7212,218 +7223,218 @@ "issue:45405|issue:45600", "issue:44737|issue:46463", "issue:43577|issue:45072", - "issue:44568|issue:46491", "issue:45823|issue:46463", + "issue:44568|issue:46491", "issue:43906|issue:46693" ], - "prepared_review_unit_hash": "fb861cc3c8bbf6cb2a6a5e5a723da098c061a23e634d3769783d1888c8932d94", + "prepared_review_unit_hash": "4580785d3a013b5eaa2d0d24cc4a0d5b55b58714ba24a006c17552a987569cdf", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36512, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; there is no strong cluster-wide duplicate theme. The only likely true duplicate pair is the Qwen2.5-VL video-position-id regression, where one report is the broader umbrella and the other is a focused reproduction.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44479 is the best available anchor because it is the broader, more general report for the one clear duplicate subcluster (Qwen video-input regression); the rest of the items are too diverse to form a single coherent canonical issue.", + "summary": "Mostly unrelated issue set, with one likely duplicate pair around the Qwen2.5-VL/Qwen video-input position-id regression. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader v5.3.0 video-input regression across multiple Qwen multimodal variants, while related reports like issue:45381 are narrower manifestations of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest issue to keep as the representative report for the small Qwen VL video regression cluster, but it is not a good canonical for the full set because most other items are unrelated bugs.", + "best_issue_reason": "issue:44479 is the strongest global issue representative: it is the broadest, most central report among the candidates and cleanly subsumes the more specific Qwen2.5-VL follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken keyword collision and the other is a tokenizer-loading failure for a specific model; different bugs." + "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs missing PyTorch import for AutoModel." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different symptoms and code paths: Qwen3.5 hidden-state output bug vs a broad tokenization regression report." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Unrelated failures: FlashAttention2 support for XLMRoberta vs PyTorch import detection in AutoModel." + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs tokenizer/version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: cudaErrorAssert during auto device mapping vs a video-input ValueError in Qwen3OmniMoe." + "reason": "Both are Qwen-related, but one is a device-mapping CUDA assert and the other is a video-input ValueError; not the same code path." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both mention video inputs, but the affected models and error paths differ; no evidence of the same underlying bug." + "reason": "Both involve video inputs, but the model families and reported failure modes differ enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated backend packaging issue vs a specific model loading failure." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "One is a model loading regression, the other is a hub API forwarding bug; unrelated." + "reason": "Different concerns: model loading on transformers>=5.1 vs repo-file revision forwarding in CI tooling." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Packaging/dependency issue vs a model-loading failure for cjvt/sleng-bert; not the same problem." + "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; separate trainer APIs." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same Qwen2.5-VL video-position-id regression family in v5.3.0; one is the broader regression report and the other is a focused description of the same underlying bug." + "reason": "Same underlying Qwen video-input position-id regression in v5.3.0; 45381 is a narrower Qwen2.5-VL manifestation of the broader bug in 44479." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-related Qwen issues, but they target different models and different failures; not mergeable as one bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token-count tracking vs a CustomTrainer compute_loss signature error are separate training bugs." + "reason": "Both are video-input issues in Qwen models, but they target different model families and symptoms, so they are not clearly one fixable defect." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are image-classification-related, but one is zero probabilities on SigLIP2 and the other is a Perceiver non-default-resolution failure; distinct root causes." + "reason": "Different vision-model failures: unexpected zero probabilities vs a resize/interpolate positional encoding issue." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus image-generation test failure vs Phi-4 multimodal loading failure; same broad area, different issues." + "reason": "Different multimodal failures in different models and pipelines." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer regressions, but one concerns add_special_tokens behavior and the other overrides the pre-tokenizer; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different underlying mechanisms." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs loading AutoImageProcessor from a URL; unrelated." + "reason": "Model init-empty-weights argument handling vs AutoImageProcessor URL loading; unrelated paths." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed vs Smollm3 RoPE-layer count mismatch; different models and fixes." + "reason": "Accelerate/deepspeed weight conversion issue vs RoPE layer dropping; unrelated Qwen3-SmolLM bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer internals, but one is an AddedToken duplicate-kwarg error and the other is a Mistral regex-patching attribute error." + "reason": "Separate tokenizer failures: AddedToken argument collision vs Mistral regex patch assuming backend_tokenizer." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon warmup TypeError vs TimesFM window_size AttributeError; unrelated backend/model bugs." + "reason": "Unrelated utility TypeError on Apple Silicon vs TimesFM window_size AttributeError." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor dependency requirements vs Mistral tokenizer regex patching; completely different code paths." + "reason": "Image processor torchvision dependency regression vs Mistral tokenizer patch crash; different subsystems." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A key-error while loading MobileLLM vs a Float8 storage lookup TypeError; different failures." + "reason": "Different loading failures with no shared code path." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary/rope terms, but Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration are unrelated bugs." + "reason": "RoPE-layer regression vs missing decorator for apply_rotary_pos_emb; not the same bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both are RoPE-related, but they affect different model families and different logic paths; not the same underlying issue." + "reason": "Both are rotary-position related, but one concerns RoPE layer dropping and the other a still-image temporal position scaling bug." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs a DiffusionGemma pipeline failure; distinct problems." + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessor/model vs Janus generation pipeline failure." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE vs AutoImageProcessor URL loading failure; unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE vs image-processor URL loading; unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency-version bump not yet on PyPI vs stale auto_mappings references; one is packaging, the other is CI cleanup." + "reason": "Package version pinning issue vs auto_mappings referencing removed configs; not the same defect." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug in relative position encoding vs an incorrect T5 error message; different areas." + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation message issue." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different mismatches; not one concrete bug." + "reason": "Both mention dtype mismatches, but they affect different model classes and code paths." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer behavior regressions, but one is special-token insertion and the other is encode/decode leading-space round-trip; separate issues." + "reason": "Gemma4 device-map forward mismatch vs T5 validation messaging; unrelated." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Gemma4 device-map mismatch during forward vs a T5 decoder-input validation message bug; unrelated." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of one prior issue vs an FA2 long-context performance regression; no shared bug." + "reason": "Isolated repro of a prior issue vs FA2 long-context performance regression; not the same underlying bug." + }, + { + "left": "issue:2851851851851852", + "right": "issue:46821", + "accept": false, + "reason": "No valid pair here." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The heterogeneous-cluster conclusion is supported by the issue titles, and the one accepted pair (44479/45381) is a reasonable duplicate/near-duplicate within the Qwen2.5-VL video regression subcluster. No soft-edge verdict appears to overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44479 vs issue:45381, is well supported by the titles and fits a broader/narrower duplicate pattern. The remaining soft-edge rejections are cautious and do not overclaim a mergeable sameness. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -7498,8 +7509,8 @@ "issue:24643|issue:29870", "issue:43906|issue:46468", "issue:44625|issue:44877", - "issue:43540|issue:46693", "issue:43452|issue:44488", + "issue:43540|issue:46693", "issue:45663|issue:46846", "issue:43697|issue:46829", "issue:28282|issue:32090", @@ -7521,190 +7532,190 @@ "issue:43653|issue:44361", "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "0dc7f04f8bb14aa216de80a131d6a95bfc82a3c1c91b821af2e3fa851eb1f4b3", + "prepared_review_unit_hash": "9d82b1b5482e6e91faf58dd33465d7d792e65dae8477bac397a561c1e63bc35d", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 36123, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bug reports across unrelated models or code paths. The only plausible duplicate pair is the Qwen3.5 `save_pretrained` regression reports (45216/45357); everything else should stay separate.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 45216 is the earliest, broadest report of the Qwen3.5 `save_pretrained` regression; 45357 reads like a later, narrower follow-up on the same serialization path.", + "summary": "Mostly unrelated bug reports across distinct subsystems (loading, tokenizer/config, multimodal, quantization, and training). No strong duplicate cluster emerges; issue:43749 is only the best anchor by engagement and breadth.", + "confidence": 0.86, + "canonical_issue_reason": "No clear duplicate set across the cluster; if one issue must anchor it, issue:43749 has the strongest discussion/inbound refs and the broadest infra-loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative issue here because it captures the core checkpoint corruption problem with the broadest framing and strongest standalone signal.", + "best_issue_reason": "Best representative issue because it has the highest engagement and a broad, recognizable failure mode affecting loading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the root causes differ: unsafe dtype casting in Gemma4 audio modules vs. BitsAndBytes skip-module handling." + "reason": "Both involve 4-bit inference, but they are different bugs: Gemma4 dtype casting in multimodal embedders vs BitsAndBytes skip-module exclusion handling." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed weight-shape error during training is unrelated to Bart generate() using `decoder_attention_mask` before assignment." + "reason": "Completely different symptoms and code paths: DeepSpeed weight shape error vs BART generate() decoder_attention_mask initialization bug." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same as a broken Nemotron example; no shared concrete bug is evident." + "reason": "One is a reproduction of an older issue; the other is an official Nemotron example breakage. No clear shared underlying bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config-loading failures on different models: `num_labels` propagation in Qwen3.5 vs strict config blocking `granite_speech`." + "reason": "Both are config/loading problems, but the concrete failures differ: Qwen3.5 num_labels propagation vs strict config blocking granite_speech." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different multimodal/video-generation failures and different likely code paths; only broad feature similarity." + "reason": "Both are model-loading failures, but one is gguf_file/AutoTokenizer-Model loading and the other is a specific model not loading; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Both are load failures, but one is about `gguf_file` handling for tokenizer/model loading and the other is a specific model that currently won't load." + "reason": "Different areas entirely: Qwen3OmniMoe video input validation vs FA2 long-context generation performance regression." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Both involve large-model parallelism, but one is an FSDP2 `shared_kv_states` bug and the other is missing `linear_attn` entries in tensor-parallel planning." + "reason": "Different model families and failures: Gemma4 FSDP2 KeyError in attention vs Qwen3.5 TP plan omissions causing OOM/shape errors." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different models and symptoms: RTDetrV2 output drift in v5 vs. VideoPrism returning the wrong tensor in `hidden_states`." + "reason": "Different model heads and output bugs: RTDetrV2 output changes vs VideoPrism hidden_states being misassigned." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "One is a missing PyTorch import environment error; the other is a Trainer broadcast failure on `NoneType`." + "reason": "Import-time missing PyTorch error is unrelated to Trainer/_gpu_broadcast_one NoneType failure." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU-device placement bug and flash-attention `s_aux=None` crash are unrelated code paths." + "reason": "XLNet CPU tensor creation bug and flash_attention s_aux=None crash are unrelated code paths." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 4-bit dtype-cast failures." + "reason": "T5 decoder-input validation message issue is unrelated to Gemma4 4-bit multimodal dtype casting." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX config reload behavior is unrelated to rope-validation JSON list type handling." + "reason": "Both touch RoPE/config handling, but one is reload/default drift and the other is JSON-loaded list validation TypeError." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regressions in different APIs: Qwen3.5 `save_pretrained` vs. broad AutoTokenizer token-ID errors across many models." + "reason": "Different regressions: Qwen3.5 visual encoder key serialization vs AutoTokenizer token-ID errors across many models." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "`reduce_labels` truncation in BeitImageProcessorFast is not the same as zero-loss behavior for `num_labels=1` classification." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver non-default resolution failure are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but not the same concrete bug: device-dependent lm_head serialization vs translation-model tied-weight behavior in v5." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 missing `mm_token_type_ids` defaults is unrelated to T5 decoder-input validation messaging." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing fields, but they affect different configs/models and different strictness behaviors." + "reason": "AutoConfig trust_remote_code field-dropping and Qwen3_5MoeVisionConfig strict-field loss are different config-deserialization bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different issues." + "reason": "Unexpected position-id keys and sinq save/load quantization breakage are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure is not the same as `trainer.evaluate()` breaking after `trainer.train()`." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading index error and trainer.evaluate() after train() failure are different lifecycle bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in MoE models and `FSDP_CPU_RAM_EFFICIENT_LOADING` are unrelated." + "reason": "Aux-loss normalization bug is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer-loading failures for different models; same broad symptom, not the same bug." + "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and the v4.57.5 processor/tokenizer regression are distinct multimodal issues." + "reason": "SigLIP2 zero-probabilities issue is unrelated to processor.tokenizer regression in v4.57.5." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration/decode bug is unrelated to MLukeTokenizer task failures." + "reason": "BigBird special-token registration/empty decode bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch tokenizer loading, but one is a `gguf_file` loader break and the other is an offline-mode regression from an unconditional hub query." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is device-dependent `lm_head.weight` serialization while the other is a broader translation-model tied-weights issue." - }, - { - "left": "issue:45672", - "right": "issue:46899", - "accept": false, - "reason": "Both concern Gemma4 and quantization, but one is audio/vision embedders failing on `torch.finfo(uint8)` and the other is a different unsafe cast path." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression: the second report is a later, narrower manifestation of the same incorrect checkpoint serialization path." + "reason": "Both affect AutoTokenizer loading, but one is gguf_file support and the other is offline-mode breakage from model_info() calls; different bugs." } ] }, @@ -7730,6 +7741,8 @@ "nodes": [ "issue:29159", "issue:33357", + "issue:33666", + "issue:36010", "issue:42898", "issue:43295", "issue:43452", @@ -7759,11 +7772,9 @@ "issue:44991", "issue:45356", "issue:45372", - "issue:45491", "issue:45542", "issue:45701", "issue:45704", - "issue:46002", "issue:46170", "issue:46178", "issue:46402", @@ -7782,12 +7793,12 @@ "issue:43761|issue:46829", "issue:45372|issue:46170", "issue:44857|issue:47000", + "issue:43531|issue:43742", "issue:46832|issue:46932", "issue:43525|issue:46701", - "issue:43531|issue:43742", - "issue:43295|issue:45356", "issue:45542|issue:46178", "issue:29159|issue:33357", + "issue:43295|issue:45356", "issue:43688|issue:45704", "issue:43653|issue:44568", "issue:43688|issue:45701", @@ -7797,190 +7808,190 @@ "issue:44464|issue:44743", "issue:42898|issue:46491", "issue:44843|issue:44991", - "issue:43761|issue:47013", "issue:43653|issue:43927", + "issue:43761|issue:47013", "issue:44479|issue:44625", - "issue:44821|issue:46821", - "issue:45491|issue:46002" + "issue:33666|issue:36010", + "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "03ee525e486dfac96a03486cd2d2bd1f92fc6ebb1c0def1fd05515a65a6e108e", + "prepared_review_unit_hash": "5f126ac3e67a9ae912c42f071397395eb3f4ad4c92ebd9f779fab4bc30098754", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34888, - "estimated_input_tokens": 8722, - "estimated_eval_tokens": 17700 + "serialized_chars": 34829, + "estimated_input_tokens": 8708, + "estimated_eval_tokens": 17672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft links look like false positives: the paired issues usually share only a broad theme (tokenizers, regressions, backend/import errors, or model-specific failures) but not the same concrete bug or code path.", + "summary": "This is a heterogeneous set of mostly unrelated Transformers issues; the soft-similarity pairs are topical lookalikes but not the same underlying bug. I reject every soft edge and do not see a single clear canonical issue/PR for the cluster.", "confidence": 0.9, - "canonical_issue_reason": "issue:43646 is the broadest, most general regression title in the set, but the cluster is heterogeneous so it is only a weak umbrella candidate.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the closest thing to a cluster representative because it covers a broad Transformers 5.0 initialization regression, but the set is too mixed for a true duplicate canonical.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and failures: DAC latent reconstruction mismatch vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different subsystems: DAC latent decoding vs Whisper batch_decode skip_special_tokens; no shared code path." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and root causes: SigLIP2 pipeline outputs vs Perceiver non-default resolution interpolation." + "reason": "Both are image-model inference issues, but on different architectures and with different failure modes (SigLIP2 pipeline vs Perceiver resizing/interpolation)." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve hidden-state outputs, but they are different models with different output bugs and code paths." + "reason": "Both mention hidden_states, but one is CLIPVision returning None and the other is VideoPrism misplacing last_hidden_state into hidden_states." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Unrelated import failures: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issue." + "reason": "Mistral_common import/version breakage vs Windows ROCm torch.distributed backend dependency; unrelated defects." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different DETR losses and distinct crash causes: float16 AMP overflow vs infeasible cost matrix." + "reason": "Different RT-DETR failures: float16 AMP crash in the loss vs infeasible cost-matrix during assignment." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM key-error on load; distinct model/config problems." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "Different models and problems: RT-DETR feature-level mismatch vs Gemma4 quantized dtype casting." + "reason": "RT-DETR feature-level forward shape issue vs Gemma4 quantized embedder dtype casting; unrelated code paths." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "DiaConfig pad_token_id loss and DiffusionGemma pipeline failure are different bugs in different components." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/regex handling." + "reason": "Llama4 config missing pad_token_id vs DiffusionGemmaGenerationOutput pipeline failure; different bugs." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both touch backend handling, but one is undefined tf backend setup and the other is an invalid tensorflow_text backend entry." + "reason": "Both are backend-related, but one is TensorBoard-only TensorFlow backend detection and the other is tensorflow_text mapping; not the same issue." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP community model are not the same bug." + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP model loading; unrelated symptoms and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image-passing API breakage and the other is Kimi-K2.5 codec/mistral_regex handling." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated model bugs." + "reason": "MoE auxiliary-loss normalization vs T5 apex FusedRMSNorm memory leak; unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but they affect different tokenizers and different symptoms." + "reason": "Both involve special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are different bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux loss scaling and version-dependent tokenization changes do not share a concrete code path." + "reason": "Aux-loss normalization in MoE models vs a broad tokenization-version regression; no common concrete bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression vs FSDP CPU RAM efficient loading are different features." + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different failure surfaces." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading breaks and BLIP2 dtype staying float32 are unrelated issues." + "reason": "gguf_file loading regression vs BLIP2 dtype propagation; unrelated issues." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "SmolLM3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different model-specific bugs." + "reason": "Smollm3 RoPE-layer dropping vs Sam3 text encoder weights not loaded; different model-specific defects." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and xLSTM state unpacking are separate state-handling failures." + "reason": "Both involve generation state, but compiled chunked generation inconsistency and Qwen recurrent-state reset are different mechanisms." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is CodeLlama leading-space round-trip loss." + "reason": "General clean_up_tokenization_spaces behavior change vs CodeLlama leading-space round-trip regression; not the same tokenizer bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() patching and est-roberta tokenizer loading failure are different tokenizer-loading regressions." + "reason": "Offline model_info call in _patch_mistral_regex vs EMBEDDIA tokenizer load failure; different failure modes." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and xLSTM return_last_states unpacking bug are unrelated models and code paths." + "reason": "Special-token registration bug vs DiaConfig custom token IDs lost after save/load; not the same defect." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig custom token ID persistence are different bug classes." + "reason": "CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash; unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen models vs num_labels propagation in Qwen3.5 are distinct issues." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different subsystems." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Qwen2-VL multi-GPU training issue vs GenerationMixin import error; no shared underlying bug." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both mention NaNs, but the triggering conditions and affected modules are different." + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." } ] }, @@ -8004,11 +8015,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ - "issue:28218", "issue:32090", - "issue:33357", "issue:33666", - "issue:36010", "issue:36331", "issue:41720", "issue:43262", @@ -8044,8 +8052,10 @@ "issue:45290", "issue:45405", "issue:45440", + "issue:45491", "issue:45584", "issue:45823", + "issue:46002", "issue:46050", "issue:46209", "issue:46365", @@ -8054,23 +8064,23 @@ "issue:46846" ], "soft_pairs": [ - "issue:33666|issue:36010", + "issue:45491|issue:46002", "issue:44484|issue:44704", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:44464|issue:44977", "issue:43688|issue:45440", - "issue:44977|issue:46693", "issue:41720|issue:44464", + "issue:44977|issue:46693", "issue:44734|issue:46612", + "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:43278|issue:43688", + "issue:43504|issue:43720", "issue:33666|issue:36331", "issue:43782|issue:46693", + "issue:43262|issue:43295", "issue:43577|issue:44554", "issue:43611|issue:46846", - "issue:43262|issue:43295", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43504|issue:44610", @@ -8083,223 +8093,216 @@ "issue:44625|issue:45584", "issue:44554|issue:46365", "issue:44977|issue:46209", - "issue:45823|issue:46050", - "issue:28218|issue:33357" + "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "0fe1ff3493c45be1cbebefdab3623215c715eb922c882ebce8431a39dbfac8b4", + "prepared_review_unit_hash": "023611baeb4dfd3135835a2d541f8cfd4080535b47c214d03946dff2611abf09", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37100, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad Transformers themes (generation, processors, configs, loading) but not the same concrete bug. I would not merge any of the soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:46693 is the best representative anchor because it has the highest discussion/inbound activity and is a broad, user-visible generation regression, but the surrounding items are not true duplicates of it.", + "summary": "The soft pairs are mostly thematic near-misses (same subsystem or symptom) rather than true duplicates. I found no convincing PR candidates in this set; the best issue representative is a broad v5 model-loading regression.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s recurring model-loading / v5 compatibility breakages, and it speaks to a concrete cross-model failure mode rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest overall triage anchor for this cluster: it is active, recent, and central enough to represent the general generation/attention-regression theme better than the rest.", + "best_issue_reason": "issue:43611 is the most suitable cluster anchor because it is general enough to represent several loading regressions without being tied to one niche architecture or processor path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Different failures: multi-GPU training support vs an import error for GenerationMixin." + "reason": "Both mention NaNs, but the triggers differ: Gemma3 sliding-window/all-padding GPU embeddings vs classification head NaNs after checkout/init." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "One is about save_pretrained sharding size, the other about AutoProcessor dropping kwargs to cached_file." + "reason": "One is about save_pretrained shard sizing defaults; the other is AutoProcessor failing to pass kwargs to cached_file. Different code paths." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Unsupported NoneType broadcast in Trainer is unrelated to Qwen2-VL multi-GPU training." + "reason": "Both involve training/multi-GPU, but one is a specific Trainer `_gpu_broadcast_one` NoneType error and the other is a broader Qwen2-VL multi-GPU training issue." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve model serialization, but one is tied-weight serialization and the other is sinq quantization reload breakage." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled-forward chunked generation mismatch is a different code path from flash-attention generation failure." + "reason": "Both are save/load related, but one concerns `lm_head.weight` serialization and the other quantized sinq models after reload. Not the same bug." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both concern MoE models, but they describe different implementation discrepancies and likely different fixes." + "reason": "Both are MoE-model discrepancies, but they affect different model families and different implementations/behaviors." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "One is a correctness bug in Qwen3.5 generation with flash-attention, the other is a performance regression in FA2 long-context generation." + "reason": "Different failures: auto device mapping CUDA assert vs inconsistent outputs from compiled forward during chunked generation." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Both mention FA2, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are generation/cache bugs, but one is KV-cache continuation indexing in serve and the other is beam-search cache reorder skipping in several models." + "reason": "Both involve generation cache behavior, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder skipping for specific recurrent models." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Legacy-field load failure for Beit is unrelated to Bamba torch.compile SDPA failure." + "reason": "Compiled-forward chunked generation inconsistency is a different bug from Qwen3.5 flash-attention generation failure." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Different model-loading bugs: a legacy preset field versus packed weights not being unpacked during accelerate loading." + "reason": "A legacy-field model loading issue and a torch.compile+SDPA failure are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to auxiliary-loss normalization in MoE models." + "reason": "One is dtype drift between train/eval; the other is MoE auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is not the same bug as CustomTrainer.compute_loss() rejecting num_items_in_batch." + "reason": "Qwen2-VL multi-GPU training and a Trainer API keyword mismatch are different problems." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load errors are a model-loading problem, not the FA2 performance regression described here." + "reason": "Qwen3VL weight_only loading error is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer / image-tokenizer regression are different processor bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading and an MPS attention correctness issue are different models, devices, and failure modes." + "reason": "Blip2 dtype loading and an MPS attention correctness issue are unrelated." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to missing linear_attn entries in tensor-parallel planning." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio sampling-rate defaulting and a v4.57.5 processor.tokenizer regression affect different processor paths." + "reason": "Both are loading/configuration issues, but one is a general v5 model-loading regression and the other is a Qwen3.5 tensor-parallel plan omission." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Accelerate packed-weight loading and lost custom token IDs are separate persistence bugs." + "reason": "Packed-weight loading failure is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token-ID loss on save/load." + "reason": "CPU offload device mismatch and DiaConfig token-ID loss are different failure modes." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet processor output-size mismatch are different model families and bugs." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but the crash triggers differ: batched padding=False versus assistant tool-call messages with no content." + "reason": "Both touch apply_chat_template, but the crashes are triggered by different inputs: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "trust_remote_code missing fields is unrelated to the removal of is_torch_fx_available." + "reason": "Both involve trust_remote_code, but one returns incomplete AutoConfig objects and the other breaks imports after removing `is_torch_fx_available`." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure is not the same as an out-of-sync MIN_PEFT_VERSION bump." + "reason": "Loading Phi-4-multimodal and a bumped unreleased PEFT minimum version are unrelated issues." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error message about translation tasks are unrelated." + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message regression." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading during accelerate is unrelated to MLukeTokenizer task AttributeError." + "reason": "BitNet accelerate loading and MLukeTokenizer task-time AttributeError are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in spirit but distinct model-specific config bugs." + "reason": "Both are missing padding-token config fields, but they affect different model configs and attribute names; not the same concrete bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness is unrelated to the Trainer import problem caused by datasets." + "reason": "An MPS attention correctness issue is unrelated to Trainer import breakage caused by datasets." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues differ from FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mapping mismatch is a runtime placement issue, not a save/load quantization regression." - }, - { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer added-space behavior and a macOS bus error in CLIP are completely unrelated." + "reason": "Gemma4 device-map PLE mismatch and sinq quantized reload breakage are different bugs." } ] }, @@ -8323,6 +8326,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ + "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -8344,6 +8348,7 @@ "issue:43844", "issue:43927", "issue:43994", + "issue:44112", "issue:44291", "issue:44361", "issue:44451", @@ -8365,14 +8370,13 @@ "issue:46192", "issue:46209", "issue:46285", - "issue:46399", "issue:46489", "issue:46710", "issue:46821", - "issue:46832", - "issue:46846" + "issue:46832" ], "soft_pairs": [ + "issue:28218|issue:33357", "issue:43452|issue:44451", "issue:43994|issue:46192", "issue:42796|issue:44977", @@ -8383,12 +8387,12 @@ "issue:46209|issue:46710", "issue:44568|issue:46489", "issue:43278|issue:43701", - "issue:44849|issue:46209", "issue:33357|issue:33666", - "issue:44792|issue:45405", + "issue:44849|issue:46209", "issue:44568|issue:45812", - "issue:43927|issue:44361", + "issue:44792|issue:45405", "issue:43575|issue:45405", + "issue:43927|issue:44361", "issue:44488|issue:44843", "issue:43824|issue:44589", "issue:44849|issue:45357", @@ -8397,214 +8401,220 @@ "issue:45245|issue:46710", "issue:43334|issue:45759", "issue:44493|issue:46285", - "issue:43334|issue:43572", "issue:43572|issue:44291", + "issue:43334|issue:43572", "issue:44589|issue:45520", "issue:43257|issue:43299", - "issue:46399|issue:46846" + "issue:43606|issue:44112" ], - "prepared_review_unit_hash": "566aae3d7a194dfaea55229c0841a69c67e985f13c4eb3428a3d3b889852f2bd", + "prepared_review_unit_hash": "06942ca772c90636d85bc1cf24b254fecebba4b654388d1d40fe42d7d33d6324", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36601, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the issues span many unrelated regressions and model families (tokenizers, multimodal loading, serialization, DeepSpeed/TP, docs, and runtime/device bugs). None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue; the items are heterogeneous and do not describe one shared bug path.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues rather than one duplicate cluster. The closest theme is tokenizer/model-loading regressions, but none of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the broadest, most impactful concrete bug in the set: a silent tokenizer regression affecting all Granite models, with multiple inbound references and a clear code-path tie to tokenization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication; none of the issues can represent the rest of the set as a common root cause.", + "best_issue_reason": "issue:45812 is the best representative of the overall set because it describes a concrete, repo-wide tokenizer regression with visible user impact; the rest are either narrower model-specific failures or unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. a MacOS bus error in a CLIP model; unrelated failure modes and code paths." + }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are load failures, but one is gguf/from_pretrained handling and the other is a specific model load regression; no shared root cause is evident." + "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer behavior and the other is a specific pretrained BERT load failure; no clear same bug." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs vs return_tensors being ignored are different API behaviors and code paths." + "reason": "SigLIP2 output corruption and a return_tensors/text_kwargs API regression are different problems." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated bugs." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example/model-processor mismatch and a processor.tokenizer regression are distinct issues." + "reason": "Documentation example mistakes do not match a regression in processor.tokenizer/image handling for custom code." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient growth are unrelated." + "reason": "SigLIP2 implementation discrepancy and a ZeRO-3 gradient increase issue are different code paths." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype regression and gradient instability under ZeRO-3 are different failures." + "reason": "Embedding dtype drift and gradient explosion under ZeRO-3 are not the same bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model init breakage and lm_head serialization inconsistency are separate v5 regressions." + "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization tied to device placement." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression are not the same bug." + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression are unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer bugs affecting different models and symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenization logic." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype change vs resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-state behavior and FP8/B200 inference are different code paths." + "reason": "Training/evaluate dtype mismatch is unrelated to resume_from_checkpoint key mapping." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "A platform-specific bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "A failing Janus test and a PEFT version bump are not the same underlying change." + "reason": "Qwen3.5 hidden-state handling and FP8/B200 inference are different failures." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models with different observed failures." + "reason": "Both are tokenizer bugs, but they affect different model families and different tokenization behaviors; not the same underlying change." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Custom token ID persistence and MLukeTokenizer task errors are distinct bugs." + "reason": "A janus test failure and a dependency version bump issue are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM for Qwen2-57B and an unreleased dependency version bump are unrelated." + "reason": "Tensor-parallel OOM on a specific model is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer attribute errors are different model-specific issues." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load regression for a specific model and HF_HUB_OFFLINE network access breakage are different causes." + "reason": "Model load failures for two different root causes: pretrained artifact incompatibility vs. offline model_info call in tokenizer patching." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2.5-VL import and Float8 storage lookup failure are unrelated." + "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated import/runtime issues." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and incorrect save_pretrained visual keys are different regressions." + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different bugs." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated." + "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are separate model-specific errors." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and Bark CPU-offload device mismatch are different issues." + "reason": "Legacy field loading in Beit segmentation is unrelated to a device-mismatch failure with CPU offload." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count limit error and DeepSeek accuracy regression are not the same underlying bug." + "reason": "Category-count runtime limit and DeepSeek accuracy regression do not share a concrete code path." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and multimodal text_config unwrapping are different loading problems." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is text_config unwrapping; too different to merge." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position_id keys and CLIP text-model structure divergence are unrelated." + "reason": "Unexpected position-id keys and CLIP text-model structure changes are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate config regressions." + "reason": "A missing config field and an init_empty_weights argument mismatch are both v5 compatibility issues, but not the same bug." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Missing config field and init_empty_weights unexpected argument are unrelated version-breakages." + "reason": "Similar symptom class, but different models and different missing fields; not one underlying issue." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are different compatibility issues." + "reason": "Float8 storage lookup and flash_attn import-utils KeyError are unrelated environment/runtime issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MOE weight conversion and Qwen3VL loading failure are distinct bugs." + "reason": "Both mention Qwen3 MoE models, but one is about weight conversion with accelerate+deepspeed and the other about model loading in dev; different failures." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Missing apply_rotary_pos_emb decorator and missing linear_attn TP plan entries are different Qwen3.5 issues." + "reason": "A real device-mismatch bug in bark-small and a stale CI test in GraniteSpeech are not the same issue." } ] }, @@ -8641,7 +8651,6 @@ "issue:43065", "issue:43493", "issue:43504", - "issue:43606", "issue:43653", "issue:43696", "issue:43701", @@ -8649,7 +8658,6 @@ "issue:43873", "issue:43937", "issue:43994", - "issue:44112", "issue:44423", "issue:44464", "issue:44493", @@ -8670,224 +8678,220 @@ "issue:46050", "issue:46121", "issue:46369", + "issue:46399", "issue:46424", "issue:46701", "issue:46710", "issue:46752", - "issue:46832" + "issue:46832", + "issue:46846" ], "soft_pairs": [ - "issue:43606|issue:44112", + "issue:46399|issue:46846", "issue:45072|issue:46832", "issue:43504|issue:43653", "issue:44464|issue:46424", - "issue:43937|issue:46701", "issue:43873|issue:46050", "issue:43844|issue:44964", "issue:43994|issue:44493", + "issue:43937|issue:46701", "issue:45200|issue:45229", + "issue:45229|issue:45823", "issue:44869|issue:46752", "issue:45588|issue:46050", - "issue:45229|issue:45823", "issue:29159|issue:32090", "issue:29942|issue:30333", "issue:42490|issue:43696", - "issue:44977|issue:46701", "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:15354|issue:38175", "issue:43065|issue:46369", "issue:44554|issue:45446", "issue:43493|issue:43701", + "issue:44977|issue:46701", "issue:44423|issue:44734", "issue:41720|issue:46710", "issue:45406|issue:46121", "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "45d6591e12e3116cbb448db0ac5ad90a74514effc752b4190da2853b63af8813", + "prepared_review_unit_hash": "6781c77c102b24eb22c36b576bcd40cd7c04e515b5f8eca017dc655185eb39df", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34893, - "estimated_input_tokens": 8724, - "estimated_eval_tokens": 17704 + "serialized_chars": 34941, + "estimated_input_tokens": 8736, + "estimated_eval_tokens": 17728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: they span unrelated models, subsystems, and failure modes rather than the same concrete bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "issue:45229 is the most substantial and best-documented issue in the set, with the highest discussion activity and a concrete reproducible failure; the rest of the cluster is too heterogeneous to form a true duplicate group.", + "summary": "The items are a heterogeneous mix of unrelated Transformers bugs and regressions across tokenization, serving, multimodal models, quantization, and attention kernels. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the strongest representative candidate by engagement and specificity, but only as a loose anchor since the surrounding items do not describe the same underlying defect.", + "best_issue_reason": "Issue 46846 is the most concrete and actionable report here: it names a specific Qwen3.5 TP-plan omission, describes the failure mode clearly (OOM/shape error at TP>1), and points to a likely code-path fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Different subsystems and bugs: CPU offload/device mismatch for a model vs a stale CI test failure." + "reason": "Same model family, but different failures: missing decorator for rotary-pos-emb registration vs missing TP-plan entries for linear_attn." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Unrelated model failures with different root causes: dtype mismatch in inference vs RT-DETR feature-level forward validation." + "reason": "Different models and different code paths; one is dtype mismatch in inference, the other is RT-DETR forward shape/type handling." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: BEiT model loading with a legacy field vs BigBird tokenizer special-token decoding." + "reason": "Both involve loading/tokenizer behavior, but one is a legacy field in Beit segmentation loading and the other is BigBirdTokenizer special-token registration." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both mention cache/generation, but one is compiled chunked generation inconsistency and the other is a cache-length config limitation; not the same bug." - }, - { - "left": "issue:43937", - "right": "issue:46701", - "accept": false, - "reason": "Different models and code paths: invalid GenerationConfig vs a diffusion/generation output pipeline failure." + "reason": "Both touch generation/cache behavior, but one reports compiled-forward output inconsistency while the other is about cache config max length being ignored outside quantized cache." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization is the shared theme, but offloading behavior and save/load persistence are distinct problems." + "reason": "Both mention quantization, but one is offloading not working and the other is save/load corruption after sinq quantization." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Completely different issues: DeepSpeed/ZeRO gradient behavior vs loading a multimodal model." + "reason": "Completely different bugs: ZeRO-3 gradient growth during training vs loading failure for Phi-4 multimodal." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and likely code paths: SigLIP2 output quality vs a broad unexpected position-id key regression." + "reason": "Both are correctness regressions, but one is SigLIP2 model-output mismatch and the other is a broad position-id key warning across many models." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different areas and symptoms: invalid GenerationConfig for GLM-5 vs pipeline failure in DiffusionGemmaGenerationOutput." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Both involve Gemma4, but one is missing/default mm_token_type_ids and the other is a multi-GPU CUDA OOM; not the same defect." + "reason": "Same model line, but not the same bug: missing default mm_token_type_ids for text-only fine-tuning vs multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 inference, but one is an OOM on 31B multi-GPU inference and the other is a device mismatch in PLE during forward." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are runtime crashes, but in unrelated text-processing paths: Whisper timestamp decoding vs apply_chat_template on empty input." + "reason": "Both are crashes in text-processing utilities, but they involve different APIs and root causes: Whisper timestamp decoding vs apply_chat_template on empty input." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different failure classes: flash-attention integration crashes on None aux state vs quantized model save/load breakage." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Same model family, but different concrete bugs: multi-GPU OOM vs device mismatch during auto device mapping." + "reason": "One is a flash-attention integration crash on sink-less models; the other is a persistence bug after quantized save/load." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer inconsistency and GPU broadcast NoneType errors are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer GPU broadcast NoneType error." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Loading-path warning and GPT-oss OOM are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Different model families and bugs: Qwen3.5 flash-attention generation issue vs DiffusionGemma pipeline failure." + "reason": "A path-with-trailing-slash import warning is unrelated to a GPT-oss-20b CUDA OOM." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token counting are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Different failure areas: template-node compilation vs import-utils flash_attn lookup on Python 3.13." + "reason": "Different failures: compilation of non-template nodes vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export on ViT and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same model family, but one is a dummy Conv2d implementation detail and the other is a memory overflow; not clearly the same bug." + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow in sam3-litetext." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Different concerns: MPS attention correctness vs a PyTorch version check for an import." + "reason": "Different attention-related bugs: MPS correctness with mismatched head dims vs a PyTorch version gate for AuxRequest import." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and failures." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are transformers serve crashes, but they hit different endpoints and different code paths; not safely mergeable as one fix." + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache continuation tensor indexing." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto-device-map cuda assert vs DeepSeek accuracy regression after upgrade." + "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are not the same bug." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter type handling are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are different bugs." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to JSON-list rope validation TypeError." } ] }, @@ -8968,10 +8972,10 @@ "issue:43295|issue:43873", "issue:44186|issue:46192", "issue:43572|issue:46821", - "issue:43295|issue:44610", "issue:45823|issue:46192", - "issue:43550|issue:43844", + "issue:43295|issue:44610", "issue:43450|issue:43575", + "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:29870|issue:29942", "issue:45520|issue:46178", @@ -8984,149 +8988,149 @@ "issue:43295|issue:43493", "issue:44521|issue:45290", "issue:45381|issue:46209", - "issue:44466|issue:45127", "issue:28218|issue:35141", + "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:42915|issue:43824", "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "d83429f495168e60c1d9359c05a0eb950bf5f007b46885f36dda54368711effc", + "prepared_review_unit_hash": "b8d24632b32330dca7bb881548ccffb2a20577f77827ea4f528bee0da699f4fc", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are broad similarity matches, but the paired issues describe different bugs/regressions across unrelated code paths. I would not collapse any of the soft pairs into duplicates, and there is no clear canonical issue for the whole set.", - "confidence": 0.84, + "summary": "The cluster is a mixed bag of unrelated transformer bugs; none of the soft pairs look like true duplicates, so no canonical duplicate issue emerges. The most broadly useful single issue to keep as a representative report is the active quantization/offloading bug, but it is not a duplicate anchor for the others.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most substantial and currently active report, with multiple inbound references and discussion, but it is not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal-related, but one is a custom tokenizer/processor regression and the other is a batched video-shape bug; different failure modes and code paths." + "reason": "Both involve multimodal processor/tokenizer behavior, but one is about processor.tokenizer regression and the other about batched video-shape output; different code paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "An import error for a missing flash-attention helper is unrelated to meta-device loading failures in model init." + "reason": "One is a missing flash-attention utility import, the other is a model-loading/meta-device regression; unrelated failures." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "BF16 inference dtype mismatches and Wav2Vec2 save/tokenization failure are separate bugs with no shared underlying change." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "A flash-attention sinkless-model crash is not the same as unwrapping text_config for composite multimodal configs." + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are different integration issues." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-processing errors in Qwen3OmniMoe are unrelated to Gemma 4's missing mm_token_type_ids default." + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct model-specific bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading failure are different issues despite both touching model loading." + "reason": "Processor/tokenizer regression versus quantization offloading behavior; different subsystems and symptoms." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/batching crashes are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is provided." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM's window_size AttributeError." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "These are different processor bugs: one about tokenizer images/custom code, the other about OmDet-Turbo input resolution mismatch." + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config/API issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "A device_map auto forward mismatch is unrelated to return_tensors being silently ignored." + "reason": "Gemma4 device-map PLE mismatch and return_tensors handling are different bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is not the same as a DeepSpeed ZeRO-3 gradient growth issue." + "reason": "Tokenizer/processor regression and OmDet-Turbo resolution mismatch are unrelated multimodal issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch shape handling and tensor-parallel OOM during Qwen2 loading are unrelated." + "reason": "Batched video processor shape bug and Qwen2 OOM with tensor parallelism do not share a concrete cause." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are separate training/runtime problems." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and a forward-time device mismatch are distinct bugs." + "reason": "One is missing default mm_token_type_ids, the other is a device placement mismatch during forward." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A BART generation local-variable bug and Flash Attention 2 test failures do not describe the same code-path problem." + "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are not the same issue." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend issues, but they concern different missing backends and different error mechanisms." + "reason": "Python 3.13 flash_attn import-key error and tensorflow_text backend mapping error are unrelated import/path bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "A StableLmConfig field regression is unrelated to a model-loading failure for physical-intelligence/fast." + "reason": "Both are version-related regressions, but StableLmConfig padding and loading physical-intelligence/fast are different failures." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different fixes." + "reason": "Different import errors for different symbols and models; no shared underlying bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A trailing-slash local path warning is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Local-path trailing-slash warning and SigLIP2 implementation discrepancy are not the same behavior." }, { "left": "issue:39692", @@ -9138,67 +9142,67 @@ "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "A generation sync_gpus kwargs bug and a Qwen3.5 output_hidden_states bug are different model/runtime issues." + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to a tokenizer codec regression in Kimi-K2.5." + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same underlying bug." + "reason": "Custom model processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different bugs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages." + "reason": "All-zero assistant masks in multimodal templates and tool-call/no-content crashes are separate chat-template issues." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is unrelated to FP8 inference failing on B200." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated model/runtime problems." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Inconsistent lm_head.weight serialization and LoRA merge collapse with extended vocab are related to weights, but they are different failure modes and not a single bug." + "reason": "Tokenizer added-space detokenization and output embedding reinit after resize are not the same underlying bug." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct issues." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only at a high level, not the same code-path failure." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU placement in XLNet positional encoding is unrelated to CohereASR's double-shift training-loss bug." + "reason": "CPU arange on XLNet relative positions and CohereASR training-loss double-shift are different bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 dtype drift during evaluation and MoE training memory inefficiency are not the same defect." + "reason": "BF16-to-FP32 embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "A FineGrainedFP8Config failure in Qwen3Moe is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/config issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import failure for a Qwen VL class and DeepSeek detokenization regression are unrelated." + "reason": "Both mention Qwen/deepseek model support, but one is an import failure and the other is tokenizer detokenization regression." } ] }, @@ -9222,6 +9226,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ + "issue:28282", + "issue:33357", "issue:37428", "issue:38175", "issue:41720", @@ -9249,7 +9255,6 @@ "issue:44792", "issue:44857", "issue:44898", - "issue:44995", "issue:45083", "issue:45198", "issue:45200", @@ -9273,243 +9278,243 @@ "soft_pairs": [ "issue:43653|issue:44112", "issue:43452|issue:46512", - "issue:43950|issue:46285", "issue:43262|issue:43450", + "issue:43950|issue:46285", "issue:43334|issue:43525", "issue:45200|issue:46899", "issue:44442|issue:45198", "issue:45200|issue:46932", - "issue:44792|issue:45563", "issue:44898|issue:45412", "issue:43526|issue:46192", - "issue:45200|issue:45325", + "issue:44792|issue:45563", "issue:43819|issue:44112", + "issue:45200|issue:45325", "issue:43335|issue:43550", "issue:41720|issue:46209", - "issue:44561|issue:46234", "issue:43827|issue:43901", + "issue:44561|issue:46234", "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:43388|issue:43526", "issue:46512|issue:46821", - "issue:45759|issue:46285", "issue:44857|issue:45593", + "issue:45759|issue:46285", "issue:43606|issue:45083", - "issue:44995|issue:46858", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:46424|issue:46858", "issue:43335|issue:43653", - "issue:37428|issue:43425" + "issue:37428|issue:43425", + "issue:28282|issue:33357" ], - "prepared_review_unit_hash": "71f34a51e14a6bd1b474f34ce47a08fc76f79d0c05ab5664828c2b650102200f", + "prepared_review_unit_hash": "dc4fc42f8f3f0642f566b0efc5b6ded82e6bc3b07614f691008a0366a3afcd60", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36502, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem language (tokenizers, processors, cache, config, multimodal models) but not the same concrete bug. I would not merge any of the proposed soft edges as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #43950 is the most representative broad regression report in the set: it describes a core from_pretrained behavior break, has substantial detail, and is more general than the many model-specific edge cases here.", + "summary": "This cluster is a loose semantic bucket, not a true duplicate set. The issues span many unrelated models, APIs, and failure modes; none of the suggested soft pairs look like the same underlying bug/change, so all soft edges are rejected. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items are heterogeneous. If one issue must be chosen, #46899 is the best representative of the only closely related subtopic here: the Gemma4 multimodal 4-bit quantization dtype-cast regression, with the most concrete and actionable bug description.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best single issue to use as a representative canonical reference because it is well-scoped, framework-level, and clearly reproducible.", + "best_issue_reason": "#46899 is the strongest standalone issue in the set: it clearly describes a specific regression, names the affected path, and provides a concrete failure mode that is easier to act on than the nearby follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Different problems: tokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + "reason": "Different problems: tokenizer special-token registration vs a GraniteSpeech CI/device-override failure." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Unrelated bugs: gguf loading path breakage vs stale config.dtype after from_config(dtype=...)." + "reason": "Different API paths and bugs: gguf loading in from_pretrained vs dtype handling in from_config." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different code paths: non-persistent buffer loading regression vs CLIP text model structural inconsistency." + "reason": "Different modalities and code paths: audio sampling-rate defaults vs batched video shape handling." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated." + "reason": "Unrelated regressions: non-persistent buffer loading corruption vs CLIP text model class-structure inconsistency." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing pad_token_id symptoms, but in different model families and likely different fixes." + "reason": "Same symptom shape but different model families/config classes; not enough evidence of one underlying bug." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Same Gemma4 area, but one is mm_token_type_ids handling and the other is quantized embedder dtype casting." + "reason": "Different failures: Gemma4 text-only mm_token_type_ids defaults vs 4-bit multimodal embedder dtype casting." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different audio/tokenizer failures affecting different model classes and code paths." + "reason": "Different tokenizer/model families and different failure points in the loading/save path." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both Gemma4-related, but they describe distinct issues: token-type defaults vs quantized vision/audio dtype casting." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image generation test failure vs stale paged-generate warning; no shared underlying bug." + "reason": "Text-only token-type defaults are unrelated to the quantized vision/audio embedder dtype-cast regression." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize/interpolation bug and RT-DETR memory release issue are unrelated." + "reason": "Different bug classes: Perceiver resolution handling vs RT-DETR memory release/GC behavior." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Beit fast image label reduction vs text_kwargs/return_tensors precedence are different behaviors." + "reason": "Different processor bugs: label reduction in BeitImageProcessorFast vs return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Different multimodal bugs: default mm_token_type_ids vs Qwen2.5-VL rope position scaling." + "reason": "Both touch generation, but one is a Janus image-generation test failure and the other is a stale warning in paged generate; not the same concrete bug." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to the GraniteSpeech CI failure." + "reason": "Different models and mechanisms: DAC latent reconstruction mismatch vs GraniteSpeech CI stale-device override." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: Gemma4 text-only token types vs Qwen2.5-VL rope index scaling." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model bugs." + "reason": "Different code paths: SwitchTransformers config layer creation vs Bamba torch.compile/SDPA runtime failure." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/runtime failures: A800 cudaErrorAssert vs B200 FP8 inference incompatibility." + "reason": "Both are hardware-specific crashes, but on different models, accelerators, and failure modes." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both are missing import-utils symbols, but they are different helpers affecting different model families." + "reason": "Both are docs issues, but they reference different deprecated APIs and different documentation surfaces." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline APIs and different deprecated mentions." + "reason": "One is a breaking API removal, the other is a missing utility export; not the same issue." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different detection/image-processing failures: wrong input size vs AMP crash in a loss function." + "reason": "Different detector bugs: preprocessing output size mismatch vs AMP/CUDA loss crash." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent forward mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Different helpers and failure modes: DAC latent mismatch vs qwen3_omni_moe output-length arithmetic." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is metrics gathering on tuples and the other is BeitImageProcessorFast reduce_labels." + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is image-processor label reduction." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale dtype metadata after from_config and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Composite Qwen causal-LM config unwrapping and CLIP text-model structure divergence are different issues." + "reason": "Different APIs and models: stale config dtype after from_config vs TimesFM window_size AttributeError." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate detection bugs." + "reason": "Different detector issues: float16/CUDA loss crash vs auxiliary-loss omission when denoising is off." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior do not match." + "reason": "Both concern model/config structure, but they affect different model families and different loading logic." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Stale indexer cache crash in one model and static-cache sequence-length tensor arithmetic in prefill are different cache bugs." + "reason": "Different bug classes: CPU-offload device mismatch vs helper output-length behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are unrelated." + "reason": "Different audio pipeline stages: feature extractor argument validation vs Whisper generation after align_special_tokens." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory not released are unrelated." + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is max_cache_length semantics and the other is device-tensor sequence length in prefill." + "reason": "Both are cache-related, but one is config support for max_cache_length and the other is a device-tensor arithmetic bug in static cache prefill." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different areas entirely: SwitchTransformers config creation vs tokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import error and Torch 2.10 incompatibility are different root causes." + "reason": "Torch-version compatibility is too broad; the specific missing flash-attention import is not the same bug as Torch 2.10 incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Completely unrelated: missing PyTorch import vs a MacOS bus error loading a CLIP model." } ] }, @@ -9533,12 +9538,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ + "issue:26413", "issue:28218", - "issue:28282", "issue:29127", "issue:29942", + "issue:31501", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9567,25 +9572,24 @@ "issue:44855", "issue:44857", "issue:45083", + "issue:45127", + "issue:45245", "issue:45290", "issue:45310", - "issue:45459", "issue:45478", "issue:45520", "issue:45588", "issue:45593", "issue:45859", "issue:46170", - "issue:46234", "issue:46326", "issue:46431", "issue:46566" ], "soft_pairs": [ - "issue:28282|issue:33357", "issue:29942|issue:32090", - "issue:43611|issue:44466", "issue:43550|issue:44112", + "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:45520|issue:46170", @@ -9593,9 +9597,9 @@ "issue:43335|issue:45083", "issue:45290|issue:46326", "issue:37428|issue:44351", - "issue:44514|issue:44521", "issue:43335|issue:45593", "issue:43335|issue:44112", + "issue:44514|issue:44521", "issue:43278|issue:43825", "issue:29127|issue:32090", "issue:45588|issue:45859", @@ -9606,223 +9610,224 @@ "issue:39692|issue:43526", "issue:46431|issue:46566", "issue:43606|issue:44857", - "issue:44448|issue:44779", "issue:39692|issue:44493", "issue:28218|issue:32090", + "issue:44448|issue:44779", "issue:45310|issue:45478", - "issue:45459|issue:46234" + "issue:26413|issue:31501", + "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "34ee9b3beb67d6d33ea58622f8813e517960a5e9feb1ec3bbf25317239c5a194", + "prepared_review_unit_hash": "c6dca772c82d79c72291640ed5381287fa198fd7ceac326f9ab5f9b799002289", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36139, - "estimated_input_tokens": 9035, - "estimated_eval_tokens": 18326 + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only issue 45310 and 45478 are a true duplicate pair (same Qwen3.5 MoE from_pretrained regression). All other soft links look like related-in-theme but different bugs.", - "confidence": 0.94, - "canonical_issue_reason": "45310 is the best canonical anchor because it is an exact duplicate of 45478 with the same title and failure mode, but the surrounding cluster is too mixed for it to represent the whole set strongly.", + "summary": "45310 and 45478 are the only clear duplicate pair here: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure. The other soft pairs look like related subsystems at most, not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and its title/symptom match issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best issue overall only for the confirmed duplicate pair; it is not a good global representative because most other items are unrelated regressions.", + "best_issue_reason": "issue:45310 is the cleanest representative of the duplicate Qwen3.5 MoE `from_pretrained` bug because it is the earlier report with the same title/symptom as 45478.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Different failures: missing PyTorch import vs a MacOS bus error in a CLIP model." - }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are unrelated code paths." + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are loading-related, but one is a `base_model_prefix` regression and the other is tied-weight serialization behavior." + "reason": "Both mention CI/model behavior, but one is a Bamba SDPA compile issue and the other is a GraniteSpeech device-override test failure." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is not the same bug as a stale GraniteSpeech device-override CI test." + "reason": "Both concern model loading/serialization, but they describe different concrete bugs and code paths." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Config incorrectly creating sparse layers and loading a legacy field are different model bugs." + "reason": "SwitchTransformers config construction with zero sparse layers is unrelated to BEiT pretrained loading with a legacy field." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing failure and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Python 3.13 import/indentation failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/dependency issues: flash_attn import key error vs Windows ROCm torch.distributed dependency problems." + "reason": "Different platform import problems: missing `flash_attn` entry vs Windows/ROCm `torch.distributed` dependency errors." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen modular recurrent-state reset are different underlying regressions." + "reason": "Both are output-correctness complaints, but Pegasus generation drift and Qwen3_5 recurrent-state reset are different bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length helper behavior do not share the same bug." + "reason": "Sparse-layer config creation is unrelated to helper length computation in qwen3_omni_moe." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templates, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common." + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are distinct import errors." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Same area, but one is a batched-input crash and the other is an all-zero assistant_mask bug; not the same concrete defect." + "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different BEiT/SwitchTransformers issues with no shared concrete failure mode." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "These are different model/CI issues with no shared code path." + "reason": "Sparse-layer config creation is unrelated to a GraniteSpeech CI stale override test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other returns zero assistant masks for multimodal inputs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline translation error-message regression are unrelated." + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message regression." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-info messaging and Trainer GPU broadcast errors are different bugs." + "reason": "LayoutLMv3 box-content error messaging is unrelated to the Trainer broadcast type error." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention sink-less `s_aux=None` crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate failures." + "reason": "Both involve attention/offload internals, but one is a sink-less flash-attention `s_aux=None` crash and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are not the same issue." + "reason": "Both are loading-related, but a trailing-slash path warning is unrelated to a specific GLM-4.7-Flash unit-test load failure." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 vision model loading breakage and embedding reinitialization after resize are different regressions." + "reason": "Different issues: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing with untied output embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated bugs." + "reason": "DAC latent reconstruction mismatch is unrelated to unexpected `position_ids` keys during model loading." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unloading under accelerate and a GraniteSpeech stale-device CI test are different problems." + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test failure are distinct problems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs example mistakes and BeitImageProcessorFast label-reduction behavior are not the same underlying bug." + "reason": "Documentation/example errors for SigLIP2 are unrelated to BEiT image processor label reduction behavior." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template error and DiffusionGemma meta-device loading are unrelated." + "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are different failures." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regressions are separate model-specific issues." + "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP CUDA loss crashes." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example errors and unexpected position-id keys have no shared root cause." + "reason": "SigLIP2 example/documentation problems are not the same as the `position_ids` unexpected-key regression." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior and Trainer broadcast NoneType errors are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention model/text outputs, but Pegasus v4/v5 output drift is not the same as DeepSeek tokenizer corruption." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate titles and same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error with matching title and symptom." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Tokenizer error masking when protobuf is missing and a missing `is_falcon_mamba_ssm_available` helper are different import/tokenizer issues." - } - ] - }, + "reason": "Resume-from-checkpoint iterator exhaustion and FineWeb training not starting are too vague and not clearly the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count ceiling runtime error." + } + ] + }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicate-looking pair is 45310/45478, which share the exact title and same Qwen3.5 MoE from_pretrained regression. The remaining links are appropriately described as theme-level similarities rather than duplicates, and the soft-edge rejections stay conservative." + "accept": false, + "feedback": "The duplicate call on issue:45310/issue:45478 is well supported by the identical titles and matching symptom, but the canonical reason overstates the evidence: packet data does not show 45310 has more discussion activity than 45478 (45478 has more discussion, while 45310 only has earlier creation time and one inbound reference). Please keep the canonical rationale to the grounded facts, such as earliest report / identical title, and avoid the unsupported attention claim." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9842,18 +9847,18 @@ "nodes": [ "issue:10000", "issue:15354", - "issue:26413", "issue:27957", "issue:29870", "issue:29942", - "issue:31501", "issue:32090", "issue:33290", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:40444", + "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9874,26 +9879,25 @@ "issue:44977", "issue:45072", "issue:45083", - "issue:45127", "issue:45229", - "issue:45245", "issue:45290", "issue:45381", + "issue:45459", "issue:45593", "issue:45698", "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", "issue:46655", "issue:46697", "issue:47000" ], "soft_pairs": [ - "issue:26413|issue:31501", "issue:44617|issue:46697", - "issue:45127|issue:45245", "issue:43701|issue:45083", + "issue:45459|issue:46234", "issue:44206|issue:45823", "issue:32090|issue:33357", "issue:44857|issue:45072", @@ -9909,205 +9913,213 @@ "issue:10000|issue:15354", "issue:44448|issue:44977", "issue:45920|issue:46192", - "issue:44360|issue:44561", "issue:29870|issue:33290", + "issue:44360|issue:44561", "issue:45290|issue:46655", "issue:44855|issue:46399", "issue:43278|issue:43381", - "issue:44977|issue:45229", "issue:40444|issue:43526", - "issue:43927|issue:45698" + "issue:44977|issue:45229", + "issue:37428|issue:42175", + "issue:43927|issue:45698", + "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "9ef6d98eb75310625d98c2d3d2337e276c133d5155a5f08419ad19da7ac4befd", + "prepared_review_unit_hash": "510e34da2948dc1e3c464b71e00a1f5d7843a5b81422f798d6646df22d9de366", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35831, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated closed issues spanning tokenization, generation, multimodal processing, training, and platform-specific crashes. None of the soft pairs look like the same underlying bug or change, so no soft edge should be merged.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45920 is the strongest canonical issue candidate because it describes a broad v5 regression affecting multiple model families, making it more representative and reusable than the single-model, single-path reports.", + "summary": "The items are largely unrelated closed issues spanning different models, processors, and runtime features; the soft-similarity links are mostly superficial and do not indicate true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the reported failures cover distinct bugs in different code paths and models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue to anchor this cluster: it is high-signal, broadly scoped, and clearly framed as a regression impacting several models rather than a narrow edge case.", + "best_issue_reason": "None of the listed issues is a good global duplicate target because the cluster is heterogeneous rather than one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Both mention training startup problems, but one is a resume/epoch_iterator failure and the other is FineWeb SLM not starting; the underlying causes and code paths are different." - }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "One is a CUDA OOM in Sam3Video, the other is over-padding in Swin2SR image processing; different models and failure modes." + "reason": "Different models and symptoms: SAM3Video OOM vs Swin2SR over-padding." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "LoRA/vocab merge collapse and a category-count limit error are unrelated bugs with no shared concrete code path." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Resume/checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length calculation behavior." + "reason": "Tokenizer protobuf error vs missing import-utils availability symbol; different failures." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "A feature extractor regression and a device-map forward mismatch are distinct issues affecting different subsystems." + "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "A Trainer broadcast NoneType error and a MacOS bus error in CLIP are not the same bug." + "reason": "Trainer broadcast NoneType error vs MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype/AMP wording, but they are separate model-specific crashes with different execution paths and symptoms." + "reason": "Both are dtype/AMP-related, but they hit different models and different code paths." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss related, but denoising/aux-loss behavior and an infeasible cost matrix are different defects." + "reason": "Different detection losses and different crash modes." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "torch.compile/SDPA crash vs helper output-length behavior are unrelated." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issues for XLMRoberta and a Llama 3.2 Vision loading regression are different model-path problems." + "reason": "Different models and different issues: Flash Attention support vs model loading regression." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying bug." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and output embedding reinitialization after resizing vocab are unrelated changes." + "reason": "Failing Flash Attention tests and embedding reinitialization after resize are unrelated." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "An UnboundLocalError in BART generation and a NoneType GPU broadcast error occur in different parts of the stack." + "reason": "Decoder attention-mask UnboundLocalError vs trainer broadcast NoneType error are different code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "A dtype drift between train/eval and an undefined-function bug in a multimodal token counter are unrelated." + "reason": "Eval dtype change and multimodal token-count video-branch bug are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tokenization with tool calls and qwen2.5-vl video vision_position_ids are separate multimodal bugs." + "reason": "Chat-template tool-call crash vs video vision_position_ids bug are different multimodal issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel and torch.jit.script GeneratorExp support are different historical issues with no shared code path." + "reason": "German DistilBert issue and torch.jit GeneratorExp export error are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "A cross-version Pegasus output difference and a Qwen3.5 flash-attention generation bug are not the same issue." + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer and return_tensors being ignored are distinct tokenizer API bugs." + "reason": "Both concern tokenization, but one is a broad wrong-token-ID regression and the other is return_tensors handling." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "A DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + "reason": "Generation mask bug and deepspeed/adafactor OOM are unrelated." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "BART generate-time masking error and deepspeed adafactor OOM are different failure classes." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat templating and SmolVLM video padding are both multimodal but not the same concrete bug." + "reason": "Chat-template tool-call crash vs video padding bug are different issues." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model and a missing decorator crash in Qwen3.5 are different defects." + "reason": "Both mention decorators, but one is a Python parsing/import problem and the other is a registration crash." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype mismatch in evaluation is unrelated to the inability to use gradient checkpointing in eval mode." + "reason": "Eval dtype mismatch and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different vision-processing bugs affecting different processors." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issues for Qwen3.5 and multi-GPU OOM for Gemma4 are different problems." + "reason": "Qwen flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Missing flash-attention utility import and missing TensorFlow backend package are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Losing custom token IDs after save/load and loading the wrong custom module after save_pretrained are both persistence-related, but they are different bugs and fixes." + "reason": "Custom token IDs lost on save/load and wrong custom module loaded are different persistence bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and optimizer OOM are unrelated." } ] }, @@ -10137,14 +10149,11 @@ "issue:29942", "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:34689", - "issue:37428", "issue:39692", "issue:41720", - "issue:42175", "issue:42490", "issue:42915", "issue:42994", @@ -10154,11 +10163,13 @@ "issue:43611", "issue:43653", "issue:43701", + "issue:43756", "issue:43873", "issue:43976", "issue:44186", "issue:44206", "issue:44361", + "issue:44442", "issue:44448", "issue:44466", "issue:44479", @@ -10170,6 +10181,7 @@ "issue:44977", "issue:45198", "issue:45229", + "issue:45372", "issue:45440", "issue:45491", "issue:45563", @@ -10181,8 +10193,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:37428|issue:42175", - "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", @@ -10190,215 +10200,218 @@ "issue:43976|issue:45440", "issue:44448|issue:44466", "issue:29127|issue:34567", - "issue:33357|issue:39692", "issue:43381|issue:43701", + "issue:33357|issue:39692", "issue:44568|issue:45491", - "issue:44561|issue:44779", "issue:44871|issue:44977", "issue:43278|issue:43575", + "issue:44561|issue:44779", "issue:45588|issue:45823", "issue:45198|issue:45803", - "issue:44977|issue:45563", "issue:41720|issue:45229", "issue:44186|issue:45198", + "issue:44977|issue:45563", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:29870|issue:34689", "issue:43653|issue:44743", "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:42915|issue:42994" + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:43653|issue:44442" ], - "prepared_review_unit_hash": "a24b4bc627e0d5181291b8c3b49becf6fd9d73df05a747f54f6e33c7bdf48afa", + "prepared_review_unit_hash": "4e2b8ae6e98c356397d6bd855c5e6205997f9e6a9a634a0401b60c00e8515708", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35932, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "soft_pair_count": 28, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the issues span unrelated bugs across generation, tokenization, training, quantization, cache logic, docs, and packaging. All soft edges look like similarity-only false positives.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: this cluster is heterogeneous and does not share one underlying bug or change.", + "summary": "No soft duplicate pair looks like the same underlying bug or change; the candidates span unrelated regressions across cache/compile behavior, tokenizers, model loading, quantization, and device mapping.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate issue emerges from this set because the soft pairs are heterogeneous and do not describe the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; none of these issues safely represents the rest as a duplicate target.", + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: it is broad, clearly framed, actively discussed, and has multiple inbound references, making it the best general anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Both are import/backend-related, but one is a missing flash-attention helper and the other is a pip extra omitting TensorFlow; different failures." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType vs Adafactor/DeepSpeed OOM are different code paths and error modes." - }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache behavior, but one is lazy cache init causing recompilation and the other is device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "Both involve cache/compile internals, but they describe different failures: spurious recompilation vs a device-tensor seq_length arithmetic break." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Quantization/offloading problems and a Gemma4 multi-GPU CUDA OOM are different failure modes and code paths." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A trailing-slash import warning is not the same bug as quantization offloading malfunction." + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting changes output shape; the other is a distributed trainer broadcast TypeError." + "reason": "Pipeline top_k nesting and Trainer GPU broadcast errors are unrelated subsystems and bugs." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Python-version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both involve v5-vs-v4 differences, but one is generation output drift and the other is serialization of tied weights." + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; not the same bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging for boxes and TrainerState token counting are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on CLIP load and SigLIP2 doc/model mismatch are different issues despite both involving vision models." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as a resume_from_checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are different training-state problems." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings come from different subsystems and failure mechanisms." + "reason": "Both mention model loading on Mac/community models, but one is a bus error and the other is a documentation example with processor/quantization errors." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Removal of an internal helper breaks trust_remote_code models; Deepseek tokenizer regression is a separate tokenizer bug." + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and Qwen3.5 flash-attention generation failure are not the same underlying bug." + "reason": "Gemma eos_token configuration and Qwen flash-attention generation failure are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Embedding dtype drift during eval and tensor-parallel OOM are different problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing a utility used by trust_remote_code models is not the same as a DeepSeek tokenizer correctness regression." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "A flash_attention.py None handling crash and a Gemma4 PLE device mismatch are different code-path problems." + "reason": "A flash_attention None crash and a Gemma4 device_map forward mismatch are different concrete code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and FuyuBatchFeature's bare except swallowing errors are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "A generation regression and a stale warning in paged generate() are distinct issues." + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in Fuyu conversion are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both concern large-model inference, but Qwen3 auto device mapping cuda asserts and Gemma4 multi-GPU OOM are different bugs." + "reason": "CUDA assert on Qwen3 auto device mapping and Gemma4 OOM are different runtime failures." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization fail for different reasons." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError is not the same as Wav2Vec2 serialization/tokenization failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer issues." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading with base_model_prefix and rope validation TypeError are separate configuration/loading issues." + "reason": "base_model_prefix loading breakage and rope-param JSON list handling are unrelated." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() decoder mask bug and Llama 3.2 Vision loading breakage are unrelated regressions." + "reason": "Bart generate() local variable bug and Llama 3.2 Vision model loading regression are different issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset with cache are different bugs." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in a feature extractor and a video-input regression in Qwen models are not the same issue." + "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression are different input-processing bugs." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both mention quantization, but one is a FineGrainedFP8Config model failure and the other is quantized model saving." + "reason": "Both touch quantization, but one is FP8 config failure during loading and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." } ] }, @@ -10432,15 +10445,16 @@ "issue:42915", "issue:43065", "issue:43066", + "issue:43334", "issue:43381", "issue:43412", "issue:43421", "issue:43526", + "issue:43531", "issue:43575", - "issue:43653", "issue:43701", - "issue:43756", "issue:43824", + "issue:43873", "issue:43931", "issue:43994", "issue:44186", @@ -10471,287 +10485,280 @@ "issue:46701" ], "soft_pairs": [ - "issue:43756|issue:45440", - "issue:45372|issue:45588", - "issue:43653|issue:44442", - "issue:43065|issue:43994", "issue:43412|issue:45588", + "issue:43065|issue:43994", "issue:44265|issue:45198", + "issue:29127|issue:33357", "issue:45459|issue:45712", "issue:45491|issue:46693", - "issue:29127|issue:33357", "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:45245|issue:45563", - "issue:45372|issue:45406", "issue:42490|issue:43381", + "issue:45372|issue:45406", "issue:29127|issue:35141", "issue:45440|issue:45593", "issue:43994|issue:45412", - "issue:43421|issue:45491", - "issue:45372|issue:45459", "issue:45406|issue:46701", + "issue:45372|issue:45459", + "issue:43421|issue:45491", "issue:45412|issue:46369", "issue:43575|issue:44387", "issue:43066|issue:44462", "issue:44442|issue:45072", - "issue:44464|issue:45584", "issue:43526|issue:45834", + "issue:44464|issue:45584", "issue:43824|issue:44279", "issue:43526|issue:46693", "issue:42915|issue:43931", "issue:27957|issue:33290", "issue:27957|issue:29127", "issue:44857|issue:45588", - "issue:43994|issue:46369", "issue:33290|issue:34689", + "issue:43994|issue:46369", "issue:33290|issue:35141", - "issue:43526|issue:44186" + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "2cf55ff4837b7c0abb74d86dcaa7823cf97219c2cd01cdcb1ef37564de248f7b", + "prepared_review_unit_hash": "d07da19240680a588ef970cad6de489a1d69c207dc83ed37cced2f1e5d784e37", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37825, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are not true duplicates: they span unrelated issues across tokenizers, model loading, memory/OOM, export, and model-specific regressions. The similarity is mostly lexical or subsystem-level, not the same concrete bug.", - "confidence": 0.98, - "canonical_issue_reason": "There is no single canonical issue for this cluster because the items describe different bugs and features rather than one underlying defect.", + "summary": "This is a heterogeneous collection of Transformers issues, not a true duplicate cluster. The items span unrelated bugs in model loading, tokenizers, quantization, export, memory/OOM, and generation, so none of the soft edges look like the same underlying change or defect.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the most broadly representative and active issue in the set (open, multiple inbound references), but only as a loose umbrella; the cluster is not coherent enough to support a strong duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "If an anchor is needed, issue:44462 is the most generic user-facing loading bug, but it still does not represent the cluster as a whole.", + "best_issue_reason": "issue:43873 is the best single triage anchor because it is open, discussion-heavy, and broadest in symptom scope, even though it is not a real duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Different models and failure modes: RoPE-layer count vs MoE divergence." - }, - { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma processor import error vs flash-attention auxiliary-state crash." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird special-token registration bug vs tokenizer class loading failure." + "reason": "Different code paths: executorch export/training-guard vs flash-attention crash on sink-less models." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3 decoder vs SigLIP2 inference corruption." + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs SigLIP2 nonsense outputs in AutoModel/pipeline." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "ExecuTorch export guard/erfinv issue vs flash-attention None-handling bug." + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization bug." + "reason": "Different symptoms and subsystems: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking vs leftover dummy class cleanup." + "reason": "Tokenizer exception handling vs leftover dummy classes; no shared underlying defect." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "NaN embeddings bug vs FA2 performance regression." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error messaging vs CLIP bus error on macOS." + "reason": "Both involve FA2/long context, but one is NaN correctness in Gemma3 sliding-window attention and the other is a performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy decoder layer bug vs RT-DETR memory release issue." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM vs checkpoint resume key mismatch." + "reason": "OOM during tensor-parallel load vs checkpoint key mismatch are different failures." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error vs stale generation warning." + "reason": "Category cardinality runtime error and stale paged-generate warning are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Processor import dependency failure vs missing _tokenizer attribute in serve." + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Trailing-slash import warning vs gradient checkpointing eval-mode restriction." + "reason": "Both touch Gemma 4 loading, but one is a dependency import error and the other is a missing processor attribute in serve." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-validation messaging vs embedding reinitialization bug." + "reason": "Error-message clarity in LayoutLMv3 is unrelated to token-embedding reinitialization." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 remote/native divergence vs D-FINE auxiliary-loss issue." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs vs RT-DETR memory leak." + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated defects." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Runtime post-processor update bug vs Gemma3 NaN embeddings." + "reason": "Gemma4 serve processor attribute crash and DiffusionGemma image-text-to-text pipeline failure are different concrete issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Import dependency breakage vs overly broad tokenizer exception handling." + "reason": "Different dependency/loading problems: mistral_common import failure vs protobuf-related tokenizer error masking." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gemma4 processor attribute error vs DiffusionGemma pipeline failure." + "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR cleanup leak vs SAM3 memory overflow." + "reason": "RT-DETR GC/memory leak and Sam3 litetext memory overflow are different memory issues in different code paths." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel load OOM vs int4 quantization reserved-memory regression." + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type vs AutoTokenizer ignoring tokenizer.json." + "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading bugs." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure vs bfloat16 dtype mismatch in inference." + "reason": "FastSpeech2ConformerTokenizer load failure is unrelated to dtype mismatches in bfloat16 inference." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Compiled-forward generation inconsistency vs Whisper empty-transcription failure." + "reason": "BEiT reduce_labels bug and Kosmos2.5 long OCR index error are different preprocessing failures." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are not the same bug." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2.5-VL import vs generic dependency issue." + "reason": "Qwen2.5-VL import error and a generic dependency issue are too vague and not the same concrete defect." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Beit label reduction bug vs long-context FA2 performance regression." + "reason": "Label reduction in BEiT image processing is unrelated to the FA2 long-context performance regression." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL shape-mismatch loading error are different model-loading problems." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLM-R FlashAttention2 support vs Adafactor/deepspeed OOM." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FlashAttention2 model support vs LayoutLMv3 error clarity." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error-message wording." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP float16 crash in loss vs flash-attention aux-state None crash." + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None crash are different code paths." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "SigLIP2 inference bug vs SAM3 lite text memory overflow." + "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading breakage are unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + "reason": "SigLIP2 incorrect outputs and Sam3 litetext memory overflow are different defects." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Adafactor OOM vs post-init embedding reinitialization." + "reason": "DeepSpeed OOM with Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Image label reduction bug vs LayoutLMv2 tokenizer padding/truncation crash." + "reason": "BEiT fast image-processor label reduction and LayoutLMv2 tokenizer NER/padding crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and sliding_window issues in Qwen3-MoE are distinct failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing being invalid in eval mode is unrelated to offloading/quantization behavior." } ] }, @@ -10781,11 +10788,8 @@ "issue:42490", "issue:43262", "issue:43316", - "issue:43334", - "issue:43381", "issue:43493", "issue:43525", - "issue:43531", "issue:43643", "issue:43646", "issue:43720", @@ -10807,6 +10811,7 @@ "issue:44898", "issue:44913", "issue:44977", + "issue:44987", "issue:45003", "issue:45137", "issue:45245", @@ -10815,9 +10820,11 @@ "issue:45381", "issue:45440", "issue:45588", + "issue:45759", "issue:45859", "issue:45907", "issue:46121", + "issue:46178", "issue:46234", "issue:46399", "issue:46640", @@ -10825,13 +10832,11 @@ "issue:46821" ], "soft_pairs": [ - "issue:43334|issue:43531", - "issue:46121|issue:46399", - "issue:43381|issue:43873", "issue:45250|issue:46640", + "issue:46121|issue:46399", "issue:45588|issue:46821", - "issue:44514|issue:45381", "issue:43646|issue:44077", + "issue:44514|issue:45381", "issue:43761|issue:45859", "issue:44977|issue:45245", "issue:44743|issue:44811", @@ -10840,8 +10845,8 @@ "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:45003|issue:45440", "issue:27957|issue:29870", + "issue:45003|issue:45440", "issue:44077|issue:44479", "issue:43493|issue:43827", "issue:43316|issue:43525", @@ -10850,192 +10855,188 @@ "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:43749|issue:43931" + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "561d478d06a328b0c4f80017b029a9a3260021d61b0a81640a059828b61200cd", + "prepared_review_unit_hash": "f9ead5fc66fe92291b40da36243c0827deca711cd364d1057ee3bf9e44d836ea", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35551, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "serialized_chars": 35627, + "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 paired items share only broad topical overlap (Flash Attention, Qwen, loading/config regressions, audio/vision processors), but they describe different code paths and failure modes. None of the soft edges look like true duplicates or mergeable into one fix.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue; the items span many unrelated bugs and regressions rather than one underlying defect.", + "summary": "The cluster is mostly heterogeneous and does not resolve to one underlying bug. The soft pairs share broad themes like flash attention, configs, loading, or multimodal models, but each pair targets a different concrete failure mode or subsystem, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue; none of these issues subsumes the others or represents the whole cluster cleanly.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Both involve Qwen text configs, but one is a missing pad_token_id attribute and the other is a sliding_window behavior bug; different failures and fixes." + "reason": "Both are about Flash Attention 2 in name only; neither describes the same concrete code-path failure." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError and Qwen3.5 kernel registration crash are unrelated code paths; only a loose Qwen/rope overlap." + "reason": "Different problems: rope-validation TypeError vs Qwen3.5 kernel registration ValueError." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization offloading are distinct runtime behaviors with different root causes." + "reason": "Both raise AttributeError, but in unrelated components and unrelated runtime conditions." }, { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic to show the same concrete bug or fix." - }, - { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated subsystems and errors." + "reason": "Separate model-init issues in different configs; no shared bug or fix." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "These are separate Qwen2.5-VL bugs: batched chat-template padding versus incorrect video position IDs." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "A config-loading discrepancy is not the same as patchtsmixer post_init API enforcement; different model-init issues." + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video rope position ids." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different models and paths." + "reason": "Different models and different failure modes; not the same underlying regression." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a categories-limit runtime error are unrelated." + "reason": "Unrelated: flash-attention generation issue vs category-count runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent state reset with cache is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both are regression reports, but for unrelated models and APIs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and a feature-extractor center-arg crash are different preprocessing bugs." + "reason": "Both are audio-related, but they hit different preprocessing paths and different arguments." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification size handling are separate issues in different components." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Local-path import warnings and Qwen recurrent-state resetting do not share a concrete code path." + "reason": "Completely different subsystems: tokenizer loading vs image classification." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2Conformer are unrelated failures." + "reason": "Different model families and different loading failures; no common code path." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "pip extras dependency inclusion and a missing import_utils capability flag are different packaging/import problems." + "reason": "Backend packaging issue vs missing import_utils helper; not the same bug." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are not the same bug." + "reason": "Unrelated model-specific failures: XLM-R flash attention vs BART generate()." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask assignment are unrelated issues." + "reason": "One is a generic modeling_utils access bug; the other is a DeepSeek implementation divergence." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are different model families and fixes." + "reason": "Different models and failures; only superficial version/regression similarity." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are not the same problem." + "reason": "Implementation mismatch vs documentation cleanup; not the same underlying change." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are different config-field issues." + "reason": "Both mention config discrepancies, but they affect different model configs and different missing fields." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma-3 eos_token_id inconsistency involve different mechanisms and symptoms." + "reason": "Quantization/offloading behavior is unrelated to eos_token_id config mismatch." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope indexing and Swin2SR image padding are unrelated vision preprocessing bugs." + "reason": "Different vision/image preprocessing bugs with different models and inputs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument collision and list_repo_files revision forwarding are separate API bugs." + "reason": "Tokenizer special-token construction bug vs repo file revision forwarding; unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code loading and GPTNeoX rotary_pct reload behavior are different config-serialization issues." + "reason": "Both touch config persistence, but they are different fields, different APIs, and different root causes." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import failure and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." + "reason": "Completely unrelated runtime/import failures." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + "reason": "Both concern loading, but one is FSDP CPU-efficient loading and the other is a shape mismatch for a specific model." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config problems in different APIs; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: one is a model-loading regression, the other is backend mapping validation." } ] }, @@ -11084,24 +11085,24 @@ "issue:43931", "issue:44077", "issue:44079", + "issue:44162", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", + "issue:44792", "issue:44871", "issue:44913", - "issue:44987", "issue:45216", "issue:45584", "issue:45698", - "issue:45759", "issue:45803", "issue:46050", - "issue:46178", "issue:46234", "issue:46291", + "issue:46365", "issue:46421", "issue:46506", "issue:46821", @@ -11109,23 +11110,21 @@ "issue:46932" ], "soft_pairs": [ - "issue:43316|issue:45759", - "issue:44987|issue:46178", "issue:44442|issue:45803", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:43761|issue:44079", - "issue:43761|issue:44188", "issue:42617|issue:43575", + "issue:43761|issue:44079", "issue:43701|issue:46506", + "issue:43761|issue:44188", "issue:46829|issue:46932", "issue:43575|issue:43742", "issue:43550|issue:43701", "issue:27957|issue:32090", "issue:25251|issue:28282", - "issue:42907|issue:45698", "issue:43606|issue:43701", + "issue:42907|issue:45698", "issue:16998|issue:22355", "issue:43295|issue:43825", "issue:43295|issue:44871", @@ -11137,210 +11136,212 @@ "issue:43316|issue:46821", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:43452|issue:44496" + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792" ], - "prepared_review_unit_hash": "865a85f3d6622af55f73c75ebfe7f40f9b1a3539a86b465089efc75e0b3c86cb", + "prepared_review_unit_hash": "0e7292af75dd483b6bff42d217d3f805eb849ecf2dea90a550c8f9cec392b456", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly thematically similar but distinct bugs. I would not merge any of the proposed soft pairs: they span different models, different APIs, and different failure modes rather than the same concrete code-path issue.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out, because none of the soft pairs are strong duplicate matches; they only share broad subsystem similarity.", + "summary": "This cluster is mostly a loose collection of unrelated issue reports; none of the soft pairs look like true duplicates of the same bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the strongest representative issue in the set: it is a concrete save/load regression, has substantial discussion and inbound references, and is broader/more actionable than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is clearly a global best representative for a duplicate cluster, since the candidates are largely unrelated beyond being Transformers regressions/load failures.", + "best_issue_reason": "issue:45698 is the best single issue to keep as canonical because it is a clear, high-signal regression with broad user impact and enough activity to serve as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both involve config/model construction, but they target different composite-model APIs and different bugs." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "One is a model load regression for a specific repo; the other is an import-utils backend mapping error." - }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except tensor conversion bug are unrelated code paths." + "reason": "Different failures in unrelated tokenizer vs feature conversion code paths; only superficial library-level similarity." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A dataset/script issue and an unrecognized-model/config-json issue are not the same bug." + "reason": "Local dataset loading in a training script is unrelated to config/model-type recognition errors." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync and metric gathering last-batch handling are separate trainer behaviors." + "reason": "One is generation-state handling after sync_gpus, the other is metric gathering dropping tuple labels; different code paths." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen VL, but one is weight-shape loading failure and the other is save_pretrained checkpoint corruption." + "reason": "Both involve Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained regression; not the same bug." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Hidden states not returned is different from ModelOutput key assignment semantics." + "reason": "A 3D parallel script failure and a tensor-parallel OOM are different operational problems." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "A CLIP output regression and an attention-kernel branching issue are unrelated." + "reason": "One is CLIPVisionModel missing hidden_states, the other is ModelOutput key assignment semantics; related area but not the same underlying defect." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "One is a parallel script failure; the other is a tensor-parallel OOM on a specific model." + "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence are unrelated issues." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are different failure modes." + "reason": "Hidden-states propagation and torch.compile attention-kernel divergence are different bugs." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Image classification output misassignment and Gemma4 dtype casting are unrelated." + "reason": "A wrong output field in VideoPrism classification is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM under tensor parallelism is not the same as a key error while loading another model." + "reason": "Tensor-parallel OOM and a key error while loading a model are distinct load-time failures." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure and resume_from_checkpoint key mismatch are different code paths." + "reason": "torch.compile/SDPA behavior is unrelated to checkpoint resume key mismatch." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention behavior and a Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention 2 behavior in XLMRoberta is unrelated to Trainer GPU broadcast NoneType errors." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch import error." + "reason": "Pipeline top_k output nesting and a missing PyTorch dependency are entirely different problems." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both concern save/load, but one is dequantized model saving and the other is custom-module resolution after reload." + "reason": "CPU offload device mismatch is not the same as resume_from_checkpoint key mismatch." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "Both touch save/load, but one is dequantized model saving and the other is incorrect custom module loading after save_pretrained; different failure modes." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + "reason": "model_max_length behavior in DeBERTa-V3 is unrelated to missing transformers.onnx imports." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression and a pipeline error-message regression are different bugs." + "reason": "A processor/tokenizer regression and an error-message wording issue in pipeline support are not the same bug." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API breakage is unrelated to eos_token_id config inconsistency." + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency are different regressions." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos-token config mismatch and Whisper empty-transcription generation failure are separate issues." + "reason": "Token ID configuration mismatch and Whisper empty-transcription generation failure are separate issues." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing availability helper and kernels version/revision import failure are different import problems." + "reason": "Missing utility export and kernels dependency versioning are unrelated import-time problems." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward output inconsistency and chunked-prefill recompilation are related to generation but not the same defect." + "reason": "Chunked generation output inconsistency and cache lazy initialization causing recompilation are different effects of chunked-prefill/compile machinery." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Model init validation and non-persistent buffer junk values are not the same bug." + "reason": "PatchTSMixer post_init validation and non-persistent buffer junk values are unrelated model lifecycle bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 dtype mismatch are different multimodal model issues." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different areas." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "A config API mismatch and a TimesFM window_size AttributeError are unrelated." + "reason": "Config API discrepancies and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "These are both save/load-adjacent, but one is config inconsistency and the other is quantized model reload breakage." + "reason": "Gemma eos_token_id mismatch is not the same as sinq quantized model persistence breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression and GPTNeoXConfig reload-default loss are different configuration problems." + "reason": "A broad Transformers 5 custom-model initialization regression and a GPTNeoXConfig reload defaulting bug are different code paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling and a missing model_type in config.json are not the same loading bug." + "reason": "gguf_file handling in from_pretrained and missing model_type in config.json are separate loading errors." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage affecting workflows and a janus test failure are different model-specific problems." } ] }, @@ -11381,7 +11382,6 @@ "issue:43650", "issue:43673", "issue:43688", - "issue:44162", "issue:44190", "issue:44242", "issue:44514", @@ -11394,6 +11394,7 @@ "issue:44913", "issue:44964", "issue:44977", + "issue:45072", "issue:45127", "issue:45200", "issue:45406", @@ -11406,15 +11407,13 @@ "issue:46178", "issue:46202", "issue:46234", - "issue:46365", "issue:46369", "issue:46424", "issue:46640", - "issue:46894" + "issue:46894", + "issue:46932" ], "soft_pairs": [ - "issue:45803|issue:46365", - "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:45632|issue:46424", @@ -11425,198 +11424,193 @@ "issue:45542|issue:46234", "issue:43650|issue:46202", "issue:43572|issue:46178", - "issue:44792|issue:44977", - "issue:43504|issue:45698", "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", "issue:45127|issue:45200", "issue:43388|issue:43688", - "issue:43673|issue:44743", "issue:43352|issue:46640", + "issue:43673|issue:44743", "issue:43525|issue:43531", "issue:41950|issue:43475", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:35141|issue:42490", - "issue:44734|issue:45406" + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:45072|issue:46932" ], - "prepared_review_unit_hash": "54687ca62d7f706146a334fc1b9ff11a336817c0b64275c76ece8f416a242dc8", + "prepared_review_unit_hash": "504cdfc16261cf0df1c66bd88d3886cad50384d1ce01a86b6ea0b32fa00063b5", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34480, - "estimated_input_tokens": 8620, - "estimated_eval_tokens": 17496 + "soft_pair_count": 24, + "serialized_chars": 34221, + "estimated_input_tokens": 8556, + "estimated_eval_tokens": 17368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a bag of unrelated issue reports; none of the soft pairs describe the same underlying bug closely enough to merge.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is safe here: the titles span unrelated subsystems and failure modes (model config, processors, caching, serving, import/backends, and test failures).", + "summary": "The items are mostly unrelated bug reports across different models, processors, and subsystems. None of the soft pairs look like true duplicates or the same concrete fix target.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45698 is the strongest standalone bug report here: it has the highest discussion/inbound activity and describes a clear, reproducible framework-level save/load failure affecting custom modules.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in this set is globally representative enough to serve as a canonical duplicate target; the overlaps are mostly superficial (same model family or same broad area) rather than the same defect.", + "best_issue_reason": "issue:45698 is the best representative issue because it is well-scoped, broadly relevant to model loading, and has the strongest evidence of impact among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Different bugs: bare `except` swallowing errors in Fuyu tensor conversion vs Trainer import failure due to datasets on import path." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "Unrelated: ESM2 breakage vs a Janus image-generation test failure; no shared code-path or defect." - }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family, but one is missing lm_head tying and the other is FlashAttention support; distinct fixes." + "reason": "Both mention Mistral/Ministral, but one is a tied-weight bug and the other is a FlashAttention compatibility failure; different code paths and fixes." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both involve training loss, but the concrete bugs differ: router-logits load balancing vs a double-shift loss issue in CohereASR." + "reason": "Both concern training-loss behavior, but the described bugs are different models and different loss computations; too broad to treat as the same fix." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is remote-code cache path collisions and the other is max_cache_length handling; separate problems." + "reason": "Both are cache-related, but one is a local trust_remote_code path collision and the other is max_cache_length handling for quantized cache; unrelated bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo processor image size mismatch vs Sam3-LiteText memory overflow." + "reason": "Different model families and failures: processor output size mismatch vs memory overflow in Sam3-LiteText." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Unrelated import/runtime issues: Fuyu conversion swallowing exceptions vs Windows ROCm import dependency failure." + "reason": "One is a bare except swallowing errors in Fuyu tensor conversion; the other is a Windows/ROCm torch.distributed dependency problem." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same SAM3 area, but dummy Conv2d in pixel decoder is not the same bug as a Sam3Video OOM." + "reason": "Both involve Sam3, but one is a dummy Conv2d in the pixel decoder and the other is an OOM report; not the same underlying bug." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen-related input issues, but one is video input validation and the other is batched chat-template padding behavior." + "reason": "Different multimodal processors and different failure modes: video input processing vs batched chat template padding behavior." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Different dependency problems: TensorBoard/TensorFlow backend detection vs a missing import_utils symbol." + "reason": "These are unrelated utility/dependency issues; one is TensorBoard/TensorFlow backend handling, the other is a missing import_utils symbol." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No meaningful overlap; one is a vague request, the other is a Gemma pipeline roundtrip tokenizer issue." + "reason": "No meaningful overlap beyond both being user-facing issues; the topics and failure modes are unrelated." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Different backend/config regressions: StableLmConfig pad_token field vs tensorflow_text backend mapping." + "reason": "One is a missing config field after v5 update; the other is an unsupported backend name in BACKENDS_MAPPING." }, { "left": "issue:44792", - "right": "issue:44977", + "right": "issue:45600", "accept": false, - "reason": "Different failures: Janus image-generation test vs Qwen3.5 flash-attention generation bug." + "reason": "Both are CI/test-related, but the underlying problems are different models and different breakages." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern model loading, but one is a legacy config field on Beit and the other is wrong custom module selection after save/load." + "reason": "Both involve loading/preset behavior, but one is a legacy field in BEiT preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." }, { "left": "issue:44792", - "right": "issue:45600", + "right": "issue:44977", "accept": false, - "reason": "Unrelated: Janus test failure vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Different Qwen/Janus issues and different failures; one is a failing image-generation test, the other is a flash-attention generation regression." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Distinct bugs: LoRA merge with extended vocab on tied embeddings vs Gemma4 mm_token_type_ids defaulting." + "reason": "Different bugs: LoRA merge collapse with tied embeddings vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different algorithmic bugs in different training/eval code paths; only a superficial metrics/loss similarity." + "reason": "Different training/evaluation math bugs in different components; not the same code-path problem." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Both touch cache/state handling, but one is GenerationMixin chunked_prefill cache and the other is Qwen3 recurrent states resetting." + "reason": "Both are FlashAttention-related, but one says a specific model does not support FA2 yet; the other is an unspecified flash-attention issue." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is a generic Flash Attention 2 problem with no same code-path evidence." + "reason": "Both mention cache/recurrent state, but they affect different mechanisms and model code paths." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config issues: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "A missing pad_token_id config attribute and a sliding_window issue in Qwen3-MoE are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different SAM/video bugs: processor picking image processors vs missing fpn_position_embeddings attribute." + "reason": "Different SAM/video problems: wrong processor type lookup vs missing fpn_position_embeddings attribute." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "No same defect: non-persistent buffer initialization junk vs GPTNeoX rotary_pct not persisting on reload." + "reason": "One is a v5 buffer-initialization problem; the other is a GPTNeoX config field not persisting on reload." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Different loading failures for different entry points/models; no shared underlying bug." + "reason": "Unrelated issues: embedding reinitialization during resize vs a local-path import warning." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Unrelated: embedding reinitialization after resize vs import warning on local paths with trailing slash." + "reason": "Different loading failures in different example/model contexts; not the same bug." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are transformers serve crashes, but the concrete failures differ: KV-cache tensor indexing vs missing `_tokenizer` on Gemma4Processor." + "reason": "KV-cache tensor indexing in /v1/responses and a missing _tokenizer attribute in Gemma4Processor are separate serve crashes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both concern dtype casting, but they affect different models and different execution contexts; not the same fix." } ] }, @@ -11670,7 +11664,6 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:45072", "issue:45245", "issue:45362", "issue:45381", @@ -11682,32 +11675,31 @@ "issue:46369", "issue:46421", "issue:46617", + "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46897", - "issue:46932", "issue:47013" ], "soft_pairs": [ - "issue:45072|issue:46932", "issue:44855|issue:45588", - "issue:45632|issue:46617", "issue:44869|issue:46832", - "issue:45245|issue:46858", "issue:43827|issue:43994", - "issue:46082|issue:46697", + "issue:45245|issue:46858", + "issue:45632|issue:46617", "issue:29870|issue:35141", - "issue:44617|issue:45584", + "issue:46082|issue:46697", "issue:43673|issue:46421", + "issue:44617|issue:45584", "issue:43931|issue:44060", "issue:43644|issue:44913", - "issue:44242|issue:46897", "issue:25251|issue:27957", + "issue:44242|issue:46897", "issue:43335|issue:44855", - "issue:45563|issue:45584", "issue:44077|issue:44877", "issue:44933|issue:45362", + "issue:45563|issue:45584", "issue:45381|issue:46369", "issue:43550|issue:44190", "issue:41720|issue:45245", @@ -11716,212 +11708,213 @@ "issue:43335|issue:44190", "issue:45588|issue:47013", "issue:43854|issue:44792", - "issue:44617|issue:46369", "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "cc45e23249b465f5188c809ef3626fffb48a24edc2ced5645ae7255c74fc37f3", + "prepared_review_unit_hash": "a0253358ce77ba42ba62dfb5c179d48619653b557ce8e7140a59137ee2ff95bd", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36526, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic neighborhood rather than a duplicate set. The soft edges are mostly broad topical similarities (cache, vision, dtype, generation), but the concrete failure modes differ, so none should be merged.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits well: the issues span unrelated models and failure modes, and the similarity links are mostly shallow topical overlap.", + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem keywords, not the same underlying bug. No soft edge should be accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the most broadly impactful and self-contained regression in the set, with a clear version-wide description and downstream references.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for consolidation; the closest pairwise matches still describe distinct bugs, so keeping them separate is safer.", + "best_issue_reason": "issue:43644 is the strongest canonical issue candidate because it describes a concrete, broadly relevant regression with a clear failure mode and scope.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45072", - "right": "issue:46932", - "accept": false, - "reason": "Both are dtype-casting problems, but they affect different models/components and describe different concrete failures." - }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "One is a Python 3.13 import/parser issue, the other is a flash-attention AttributeError; same general area only at a very high level." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code/cache loading, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache lookup; not clearly the same bug." + "reason": "Python 3.13 IndentationError in JIT parsing is unrelated to a flash-attention AttributeError on `s_aux=None`." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated code paths." + "reason": "Whisper trailing-replacement decoding crash and RT-DETR feature-level mismatch are different models and code paths." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "A category-cardinality runtime error is unrelated to static-cache slice arithmetic under torch.compile." + "reason": "One is stale documentation after pipeline removals; the other is a SigLIP2 runtime behavior/model-selection issue." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Docs stale pipeline references are not the same as a SigLIP2 model/processor inference correctness bug." + "reason": "The 2^24 category limit error and the static-cache slice-arithmetic bug are unrelated failures." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Llama head-dim validation and Swin2SR padding behavior are unrelated." + "reason": "Both mention trust_remote_code cache handling, but one is a path collision and the other is a FileNotFoundError; different bugs." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART decoder-mask generation error and embedding reinitialization after resize are different bugs." + "reason": "BART decoder attention-mask initialization and output-embedding reinitialization after resize are separate model lifecycle bugs." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated failures." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated configuration versus preprocessing issues." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache state in v5.0.0 and the other is recompilation from lazy cache init; not the same defect." + "reason": "Both involve cache/chunked prefill, but one is a missing cache bug and the other is lazy initialization causing recompilation; not the same defect." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are completely different bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Model weight-shape mismatch and a tied-weights warning bug are different Qwen3 issues." + "reason": "Weight-shape mismatch in Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk values and GPTNeoX config reload defaulting are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different training bugs." + "reason": "A regression filling non-persistent buffers with junk is different from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated issues." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "SwitchTransformers sparse-layer config and DebertaV2 import parsing are unrelated." + "reason": "Missing load-balancing loss and Florence2's double-shift training-loss bug are different loss-calculation problems." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "A stale warning in paged generate is not the same as Whisper empty-transcription generation failure." + "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import IndentationError have no shared bug path." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTSMixer post_init policy and granite_speech strict-config loading are different configuration issues." + "reason": "Optional `post_init` policy and strict config loading for granite_speech are different compatibility checks." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import and Qwen3.5 chat crashes are unrelated." + "reason": "A nonexistent import from `image_utils` is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning behavior and Whisper empty-transcription handling are unrelated generation edge cases." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model bugs." + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different model-specific failures." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure and local dataset loading are unrelated." + "reason": "torch.compile + SDPA failure in Bamba and local dataset loading in the example script are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." + "reason": "Qwen3 auto device-map CUDA asserts and the category-count limit error do not share an underlying defect." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression for Qwen VL models and KV-cache continuation indexing in serve are different code paths." + "reason": "A video-input regression in VL models and a serve KV-cache indexing crash are different code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor size mismatch are not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are separate vision-pipeline issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config creation and dataset loading are unrelated." + "reason": "A model-config bug in SwitchTransformers is unrelated to a dataset-loading example failure." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sink handling and xLSTM state unpacking are unrelated failures." + "reason": "Flash-attention sinkless-model crash and xLSTM unpacking behavior are different runtime errors." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and janus image-generation test failure are unrelated." + "reason": "GLM-4.7-Flash loading problems and Janus image-generation test failures are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch issues are unrelated to local dataset loading in the training script." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are different models and failure modes." + "reason": "Both mention Sam3 models, but one is OOM on video and the other is a memory overflow on a different lite-text model; not the same issue." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "SigLIP2 doc/example errors and local dataset loading are unrelated." + "reason": "Qwen2.5-VL video-position regression and SmolVLM video padding are different preprocessing bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale generate warning are different bugs." + "reason": "Compiled-forward chunked generation inconsistency and a stale paged-generate warning are unrelated." } ] }, @@ -11951,6 +11944,7 @@ "issue:32090", "issue:35141", "issue:36246", + "issue:38617", "issue:41628", "issue:42175", "issue:42796", @@ -11989,244 +11983,246 @@ "issue:46121", "issue:46234", "issue:46489", - "issue:46655", "issue:46697", "issue:46752", "issue:46858" ], "soft_pairs": [ - "issue:45381|issue:46655", "issue:45127|issue:45357", "issue:43295|issue:45276", "issue:44112|issue:45600", - "issue:44779|issue:46489", "issue:43540|issue:44734", + "issue:44779|issue:46489", "issue:45290|issue:46752", "issue:45276|issue:45584", "issue:43526|issue:46697", "issue:44521|issue:45381", - "issue:44737|issue:45803", "issue:25251|issue:29870", - "issue:44462|issue:45907", + "issue:44737|issue:45803", "issue:44938|issue:45542", + "issue:44462|issue:45907", "issue:43854|issue:44964", "issue:43673|issue:46858", - "issue:43643|issue:44496", "issue:44246|issue:45003", + "issue:43643|issue:44496", "issue:44964|issue:45600", - "issue:45632|issue:46234", "issue:27957|issue:35141", + "issue:45632|issue:46234", "issue:42175|issue:44279", "issue:44112|issue:44964", "issue:42796|issue:44521", "issue:32090|issue:35141", "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:46082|issue:46121" + "issue:46082|issue:46121", + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "6eaeb5aca066ec99c15b11b2660f3c419483b1122721c2bd467dc310e774036f", + "prepared_review_unit_hash": "3b605183094107eb353d2fa8dfe3ecbd7638eaa6949681ef020bd91689f83fbe", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36570, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36598, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated Transformers bugs, and the soft links are mostly broad topical similarity rather than the same concrete code path.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44521 is the strongest single representative by signal and specificity (multiple inbound refs, active discussion, concrete multimodal failure), although the cluster itself does not collapse into one duplicate bug.", + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pair in the DeepSeek tokenizer regression family. No pull request duplicates are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44779 is the best representative of the only near-duplicate subgroup here: a v5 tokenizer regression affecting DeepSeek-family models. It is broader than the more specific DeepSeek-Coder v1 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the clearest user-facing regression and the highest community signal in this set, so it is the best issue to keep as the representative anchor.", + "best_issue_reason": "44779 is the clearest umbrella report for the tokenizer regression, while 46489 reads like a specific follow-up/gap in the same fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Both are multimodal/video-processing bugs, but one is wrong vision_position_ids in Qwen2.5-VL and the other is over-padding in SmolVLM; different underlying failures." - }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained/tied-weight behavior, but one is LoRA merge collapse with extended vocab and the other is incorrect visual encoder keys; not the same bug." + "reason": "Different models and different bugs: LoRA/extended-vocab weight collapse vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "These are both embedding/serialization regressions, but they affect different mechanisms: processor/tokenizer access vs resize_token_embeddings not updating Gemma4 layers." + "reason": "Both involve multimodal/model resizing, but the concrete failures differ: processor.tokenizer regression vs gemma4 resize_token_embeddings not updating tied components." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "One is a stale GraniteSpeech CI test, the other is an auto_mappings reference cleanup issue; they are unrelated CI failures." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": false, - "reason": "Same model family, but 44779 is a broad v5 tokenizer regression while 46489 is a specific DeepSeek-Coder v1 gap in a prior fix; not one duplicate bug." + "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference; unrelated code paths." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Both are runtime generation errors, but one is Qwen3OmniMoe video-input validation and the other is KV-cache continuation indexing in serve." + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video input validation vs serve/KV-cache tensor indexing." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression on v5/v5+ producing incorrect outputs; 46489 looks like a specific instance or gap in the same fix path." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template, but one is assistant tool-call messages with no content and the other is an empty-list IndexError; distinct edge cases." + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "These touch different subsystems: Gemma4 embedding resizing versus Whisper empty-transcription handling after align_special_tokens." + "reason": "Unrelated model-resize behavior vs Whisper empty-transcription generation failure." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "One is a label-reduction bug in BeitImageProcessorFast; the other is over-padding in Swin2SR image processing." + "reason": "Different image processors and different bugs: label reduction vs over-padding." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal issues, but one is assistant_masks being all zero and the other is incorrect vision_position_ids; different preprocessing stages." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU tensor creation overhead and a bare-except swallowing errors in FuyuBatchFeature are unrelated bugs." + "reason": "Both are multimodal-related, but assistant mask generation and Qwen2.5-VL vision_position_ids are different concrete failures." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Top-k nesting in pipeline output and Bart generate() unbound decoder_attention_mask are different code paths and symptoms." + "reason": "Completely different issues: pipeline top_k output shape vs Bart decoder_attention_mask initialization error." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/tokenizer behaviors." + "reason": "XLNet device placement bug and Fuyu exception handling bug are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend with the torch extra are different packaging/import problems." + "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch install are different dependency/environment problems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different load failures: GLM-4.7-Flash test loading versus Phi-4 multimodal loading." + "reason": "Both are model-loading issues, but for different models and likely different root causes." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention generation cache, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug in static cache." + "reason": "Both involve cache/generation internals, but one is missing cache in v5 chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "trust_remote_code missing fields is a different config-return issue from unrecognized model/config lacking model_type." + "reason": "Import latency and unsafe sys.modules access are not the same bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are not the same defect, even if both affect import-time behavior." + "reason": "One is missing fields with trust_remote_code config loading; the other is an unrecognized model/config missing model_type." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model-loading failure and a stale auto_mappings reference cleanup are separate problems." + "reason": "Different targets entirely: Phi-4 multimodal loading vs removed Sam3LiteText config references." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "trust_remote_code cache-path collision and a missing import_utils helper are unrelated." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "XLMRoberta FlashAttention 2 support and resize-token-embeddings reinitialization are different model/runtime issues." + "reason": "Cache-path collision for trust_remote_code and missing falcon_mamba availability helper are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both are dependency-related at a high level, but one is a torch extra missing TensorFlow backend while the other is a generic dependency complaint." + "reason": "The first is specifically about tf backend packaging in the torch extra; the second is too vague and not clearly the same packaging issue." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A flaky GraniteSpeech CI test and a GLM model-load error are unrelated." + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are unrelated." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different layers of the stack." + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "GPU broadcast rejecting NoneType and embedding reinitialization after resize are unrelated bugs." + "reason": "Trainer broadcast TypeError and token embedding reinitialization are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors around image processors, but one is a missing model-specific symbol and the other is a top-level AutoImageProcessor import failure; not the same fix." + "reason": "A missing submodule export and a missing top-level AutoImageProcessor import are not clearly the same underlying issue." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 incorrect save_pretrained checkpoints are distinct model-family regressions." + "reason": "Weight-tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific issues." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and JSON-loaded rope ignore_keys TypeError are separate config-validation issues." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; not the same code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster read is grounded in the packet. The DeepSeek pair is the only plausible duplicate subgroup, and the summary stays conservative about the rest being heterogeneous. No pull-request duplicates appear in the packet, so that statement is also supported." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12243,11 +12239,10 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ - "issue:36246", - "issue:38617", "issue:41950", "issue:42907", "issue:43295", + "issue:43299", "issue:43381", "issue:43441", "issue:43479", @@ -12274,8 +12269,10 @@ "issue:44987", "issue:45042", "issue:45083", + "issue:45216", "issue:45335", "issue:45375", + "issue:45405", "issue:45446", "issue:45584", "issue:45588", @@ -12292,245 +12289,252 @@ "issue:46932" ], "soft_pairs": [ - "issue:36246|issue:38617", "issue:43531|issue:45600", "issue:44295|issue:46506", "issue:41950|issue:44016", "issue:43673|issue:46424", "issue:43582|issue:46932", - "issue:43650|issue:44220", "issue:43295|issue:45335", + "issue:43650|issue:44220", "issue:43976|issue:44987", "issue:45083|issue:46506", - "issue:44496|issue:45042", "issue:44016|issue:44220", + "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:44683|issue:45446", "issue:43901|issue:44496", - "issue:43673|issue:44336", "issue:42907|issue:43441", + "issue:43673|issue:44336", "issue:43381|issue:45593", "issue:44496|issue:45759", "issue:43976|issue:44279", "issue:44792|issue:46424", "issue:43441|issue:45588", - "issue:44016|issue:44062", "issue:43824|issue:44933", + "issue:44016|issue:44062", "issue:44521|issue:46693", "issue:44279|issue:46515", "issue:43479|issue:45375", "issue:45335|issue:45584", "issue:46123|issue:46369", - "issue:44327|issue:46752" + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "324be5a0072fe6c88b53a270c45e89ff4f6dc71b5326b12b81bec272db1b2e70", + "prepared_review_unit_hash": "3560ccd3f17740d17f32231df6d12bfd5b1cefe60a273fb757737bbd22a8cbab", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36023, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial text matches across unrelated bugs; none look like the same underlying issue or change, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the strongest anchor in this mixed set: it has active discussion, inbound references, and a concrete reproducible multimodal bug report.", + "summary": "This cluster is a broad mix of Transformers bug reports, mostly around multimodal/model-loading, cache, and pipeline edge cases. Despite lexical similarity, none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44521 is the strongest representative because it is an active, clearly described multimodal `apply_chat_template` bug with concrete reproduction impact and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most substantive and broadly relevant bug report here, with the clearest evidence and triage value.", + "best_issue_reason": "issue:44521 is the best single issue to anchor the cluster: it is open, user-facing, and has the clearest actionable bug report among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules and unrelated code paths." - }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI breakage are unrelated failures." + "reason": "Both are model/config-related, but one is a Qwen3-MoE sliding_window bug and the other is a stale auto-mapping reference for Sam3LiteText; different code paths and failures." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "One is a position_ids buffer read error; the other is a CPU/CUDA output divergence. Different bugs." + "reason": "Position_ids buffer access error and CPU/CUDA output mismatch are unrelated symptoms with no shared underlying bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup and a notebook syntax error are not the same bug." + "reason": "A video-classification pipeline processor lookup issue is unrelated to a notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is max_cache_length being ignored except for quantized cache." + "reason": "Both mention cache, but one is a missing GenerationMixin cache during chunked prefill and the other is a config option only honored for Quantized Cache; different bugs." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated issues." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "\"ADD THE DATA\" is too vague to match the specific _torch_extract_fbank_features() bug." + "reason": "Regression in processor.tokenizer/image passing is not the same as resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are different model behaviors." + "reason": "No meaningful overlap: the first is just a vague low-signal report, the second is a specific fbank feature extraction error." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a model-loading failure for physical-intelligence/fast are unrelated." + "reason": "Python version compatibility issue and loading failure for a specific model are different root causes." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length calculation and PPDocLayoutV3 CPU/CUDA mismatch are different code paths." + "reason": "Helper length computation in qwen3_omni_moe and CPU/CUDA divergence are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision dependency are unrelated." + "reason": "Notebook syntax error does not match a feature-extraction TypeError." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are not the same change." + "reason": "Unrecognized model config loading and PIL image processors requiring torchvision are unrelated model-loading vs processor-dependency issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated docs for return_all_scores." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled-kernel failure on torch>=2.9 and the other is an AuxRequest import/version-check bug." + "reason": "Both touch flex_attention, but compiled flex_attention failing on torch>=2.9 and a version-check bug for AuxRequest are different concrete failures." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores and unrecognized model config are unrelated." + "reason": "Documentation mismatch and model config loading failure are not duplicates." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Cache missing in generation and ANSI codes in loading_report are unrelated." + "reason": "Both involve Ministral, but one is save/export of dequantized models and the other is FlashAttention inference failure; too different to merge." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Ministral save/dequantization and Ministral-3 FlashAttention failure are different bugs." + "reason": "Generation cache bug and ANSI codes in loading_report are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different subsystems and failures." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config and composite Qwen text_config unwrapping are different failures." + "reason": "General unrecognized-model loading error and composite multimodal config unwrapping bug are related only at a high level, not the same bug." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support and a generic dependency issue are not the same bug." + "reason": "Python support mismatch and a vague dependency issue are not the same underlying issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure on image generation and cache max length semantics are unrelated." + "reason": "A failed janus image-generation test is not the same as a cache-length configuration bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but one is model-specific Ministral failure and the other is an s_aux=None crash for sink-less models." + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is an AttributeError on sink-less models; different code paths." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument duplication are unrelated." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and a nonexistent image_utils import are distinct missing-symbol problems." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a different missing import from image_utils are not the same symbol or fix." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "All-zero assistant masks and a long-context FA2 performance regression are different multimodal generation issues." + "reason": "Multimodal chat-template mask generation and FA2 long-context performance regression are different bugs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic transformers dependency issue and torch 2.4.1 incompatibility are different environment problems." + "reason": "A dependency issue with transformers is not the same as incompatibility with torch 2.4.1." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default config initialization with None and missing deepstack_visual_indexes under strict config handling are different multimodal config bugs." + "reason": "Both are config-field issues in multimodal models, but they concern different models and different failure modes (default initialization vs dropped field)." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are unrelated." + "reason": "Token embedding resize not propagating is unrelated to Whisper empty-transcription generation after special-token alignment." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask generation dropping results and sam3-litetext memory overflow are unrelated." + "reason": "Partial-batch mask pipeline logic and memory overflow in sam3-litetext are not the same bug." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top_k bounds error and empty-list apply_chat_template crash are different input-shape bugs." + "reason": "A QA decode_spans top-k bounds error and apply_chat_template on empty list are both index-like errors but from different functions and inputs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are different operations and bug mechanisms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and unreleased MIN_PEFT_VERSION bump are unrelated release/dependency problems." } ] }, @@ -12573,7 +12577,6 @@ "issue:44016", "issue:44075", "issue:44242", - "issue:44279", "issue:44291", "issue:44351", "issue:44368", @@ -12604,13 +12607,11 @@ "issue:47000" ], "soft_pairs": [ - "issue:43299|issue:45216", - "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:39692|issue:43901", "issue:42796|issue:43650", - "issue:44075|issue:44368", "issue:46082|issue:46399", + "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:43976|issue:45405", @@ -12634,208 +12635,196 @@ "issue:33290|issue:45656", "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "8a08a6f8e895ca5685f651cde1f7ba12a87b155549d7b2875c05b46e9f40e5d0", + "prepared_review_unit_hash": "a1c3a9cb2cfa7441ea5dc479c930919211b45055e436750e7db58b46e5116706", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A loose set of mostly unrelated Transformer issues spanning tokenizer regressions, multimodal/model-loading bugs, docs problems, and optimizer/DeepSpeed behavior; none of the soft pairs looks like the same underlying defect.", - "confidence": 0.84, - "canonical_issue_reason": "No strong canonical issue: these reports are only loosely related at a high level and cover different code paths and model families.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/config issues, optimizer/deepspeed bugs, docs problems, and model-specific load/save failures. I don\u2019t see any pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists in this set; if one issue must anchor the cluster, issue:43295 is the clearest self-contained regression report with a concrete repro and code path.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the set, 45020 is the broadest regression umbrella, but it is still too generic to subsume the rest.", + "best_issue_reason": "issue:43295 is the most actionable single issue: it describes a specific regression, a plausible failure mode, and a focused fix surface. The rest are mostly separate model- or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Both are regressions, but one is Qwen3VL MoE loading and the other is Qwen3.5 save_pretrained serialization; different operations and failure modes." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "One is a generic dependency issue; the other is a specific MIN_PEFT_VERSION bump problem. Same packaging theme, not the same bug." - }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API breakage vs incorrect Deepseek tokenization logic; different models and root causes." + "reason": "Both are tokenizer-related regressions, but 43295 is about processor/tokenizer API handling in custom multimodal code, while 44779 is a DeepSeek tokenization correctness bug. Different code paths and fixes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example bug and the other is stale textclassification docs; unrelated changes." + "reason": "Both touch docs, but 39692 is a SigLIP2 example/model-processor mismatch plus quantization failure, while 43901 is stale TextClassificationPipeline docs. Not the same bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Video-classification processor lookup and a trivial 'ADD THE DATA' issue are clearly unrelated." + "reason": "42796 is a specific Ministral tokenizer BPE-marker bug; 43650 is not a real technical report about the same area. No shared underlying issue." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "SGD args not used is an optimizer bug; tie_word_embeddings warnings are a model config warning, not the same issue." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different model/config failures with different fixes." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are different config/runtime bugs." + "reason": "SGD args being ignored in optimizer handling is unrelated to the Qwen3.5 tie_word_embeddings warning during ms-swift fine-tuning." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained key serialization are separate code paths." + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are separate code paths and symptoms." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both are import problems after upgrades, but one is a missing HybridCache symbol and the other is broad import breakage; no concrete shared bug." + "reason": "Missing HybridCache import is a specific symbol export issue; 45278 is a broad post-upgrade import break with many possible causes. Not the same concrete bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased PEFT minimum version are different dependency issues." + "reason": "Python version compatibility break is unrelated to the MIN_PEFT_VERSION bump to an unreleased release." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A specific video-classification processor bug is not the same as the broad remote_code regression report." + "reason": "Video-classification pipeline looking for image processors and remote_code breakage are different subsystem problems." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim rejection and stale config.dtype after from_config are different configuration bugs." + "reason": "One is a config validation error around head_dim; the other is stale model.config.dtype after from_config(dtype=...). Different bug surface." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated runtime failures." + "reason": "Gradient checkpointing being disallowed in eval mode and RTDetrLoss cost-matrix infeasibility are unrelated training/runtime failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization and Gemma4 resize_token_embeddings behavior are both weight-related, but not the same defect." + "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings not updating layer embeddings are both weight-handling issues, but they are not the same concrete bug." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenization regression and Granite token ID regression are separate tokenizer bugs for different model families." + "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization behavior and the other is Granite AutoTokenizer ID generation. Different models and fixes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is model loading and the other is save_pretrained visual encoder keys; different failures." + "reason": "Qwen3VL Moe loading failure and Qwen3.5 save_pretrained visual key regression are separate Qwen-specific issues with different failure modes." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated tokenizer vs model-loss bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss and Gemma4 mm_token_type_ids defaults are different multimodal/MoE issues." + "reason": "Missing load balancing loss when output_router_logits=False and Gemma4 mm_token_type_ids defaulting to zeros are different model behaviors and code paths." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A placeholder issue cannot be the same bug as an FP8 inference failure on B200." + "reason": "No meaningful overlap: one item is effectively noise, the other is an FP8 inference failure on B200 hardware." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification pipeline processor selection and Gemma4 PLE device placement are unrelated." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-loading bugs." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure involve different models and different loading paths." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are both tokenizer-related, but they fail in different places with different causes." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they are distinct concrete failures with different root causes." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux handling and RTDetr loss infeasibility are unrelated model/runtime errors." + "reason": "FlashAttention crashing on s_aux=None and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are completely different problems." + "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TF backend errors are unrelated dependency/runtime issues." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend errors are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default vision/audio config initialization and missing Llama4Config.pad_token_id are different config bugs." + "reason": "Phi4MultimodalConfig default-initialization and Llama4Config missing pad_token_id are different config-class bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are unrelated model-specific bugs." + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are model-specific and unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed and optimizer.step being called twice are distinct optimizer/engine issues." + "reason": "Both mention deepspeed/optimizer, but Adafactor OOM and optimizer.step being called twice are different bugs with different fixes." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated utility bugs." + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated utility/tokenizer issues." } ] }, @@ -12910,16 +12899,16 @@ ], "soft_pairs": [ "issue:42994|issue:43317", - "issue:45103|issue:45372", "issue:44336|issue:46851", + "issue:45103|issue:45372", "issue:44623|issue:44749", "issue:45859|issue:46851", "issue:42175|issue:43976", "issue:44261|issue:44263", "issue:45600|issue:45712", "issue:44623|issue:45397", - "issue:44671|issue:44779", "issue:43901|issue:44246", + "issue:44671|issue:44779", "issue:43673|issue:43761", "issue:43723|issue:44162", "issue:43525|issue:43881", @@ -12939,208 +12928,208 @@ "issue:41628|issue:43976", "issue:45083|issue:46851" ], - "prepared_review_unit_hash": "efc3410b05e145810921f976ab95ab0a335d4aead2b285828d50e39ecff84d9b", + "prepared_review_unit_hash": "951a1d289b32d722d26415c008ccac2f87919ca7261f91fd6668a58c65c58861", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36372, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, import/load failures, tokenizer/processor bugs, and performance issues. None of the soft pairs look like the same concrete underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue fits well: the items span multiple distinct bugs and subsystems rather than one duplicate report.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The only recurring pattern is broad v5-era auto-loader regressions, so I used a generic loading bug as the representative issue. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest representative of the recurring v5 auto-loading breakages (tokenizer/config/processor import/load regressions).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the broadest user-facing loading regression in the set (AutoTokenizer.from_pretrained in v5) and is the best representative of the loading-related subset, though the cluster is not a true duplicate group.", + "best_issue_reason": "issue:43723 is user-facing, concrete, and the closest match to the small subset of generic loader-related issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but one is saving and the other is dequantized model loading; different code paths and failures." + "reason": "Related quantization/offload space, but one is save-time failure and the other is load-time dequantized offload behavior." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Unrelated bugs: auto-docstring annotation handling vs Gemma4 processor loading/import failure." + "reason": "Unrelated subsystems: ANSI color output in reporting vs variable-length position_id handling." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "ANSI log formatting and Qwen position_ids behavior are unrelated." + "reason": "Docstring generation crash from future annotations is unrelated to a mistral_common import error in Gemma 4 loading." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file emission is unrelated to a data-filtering slowdown regression." + "reason": "Processor save_pretrained missing files and a Chinese-reported slowdown are different bugs with no shared code path." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility and the other is variable-length position_ids; not the same bug." + "reason": "Both touch position/rotary logic, but one is CPU-offload incompatibility and the other is variable-length input handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different environment/setup issues: optional backend extras vs Python version compatibility." + "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model helpers and failures; they do not share a concrete bug." + "reason": "Different model internals and failures: missing rms_norm_eps precision drift vs torch.split return behavior." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance/mapping, but one is stale auto-mapping entries and the other is dummy-class leakage; not one change." + "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class leakage/check failures." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Saving processor files and ZeRO3 from_pretrained loading are separate problems." + "reason": "Save-pretrained file omission and zero3 from_pretrained behavior are different code paths and symptoms." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different regressions affecting different models and paths: CamemBERT MLM vs Deepseek tokenization." + "reason": "Documentation mismatch is unrelated to intermittent slow import behavior." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch and import latency are unrelated." + "reason": "Different models and different regressions: masked LM prediction errors vs tokenizer output changes." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different forward/output regressions on different models; too broad to be duplicates." + "reason": "Generation cache regression and CLIPVision hidden_states regression are unrelated model behaviors." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are distinct model-specific failures." + "reason": "Generic tokenizer loading issue vs ESM2-specific breakage; not the same concrete bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model loading issues, but the missing pad_token_id AttributeError and glm-4v-9b loading failure are not the same bug." + "reason": "Both are loading failures, but one is a missing config attribute and the other is a model-specific load failure." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss infeasible cost-matrix failure." + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific class and Python compatibility are unrelated." + "reason": "ImportError for a model class is unrelated to Python-version support issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same family name, but different concrete failures: BPE marker handling vs FlashAttention loading." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend installation issue and torch/transformers incompatibility are separate environment problems." + "reason": "TensorBoard-without-TensorFlow backend resolution is unrelated to a torch/transformers version incompatibility." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence and ANSI code emission have nothing in common beyond being bugs." + "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI codes in loading_report." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "The latter is a generic trust_remote_code missing-fields issue; the former is a specific Llama4 pad_token_id AttributeError. Related symptom class, but not the same concrete bug." + "reason": "Both involve missing config fields, but they come from different loaders/models and do not look like one concrete bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage import failure and Qwen3.5 chat crash are unrelated." + "reason": "Storage type resolution failure and Qwen3.5 chat crash are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Loading-report ANSI formatting and a docstring typo are unrelated." + "reason": "ANSI color output bug and wrong docstring content are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but they target different Qwen models and different temporal/variable-length bugs." + "reason": "Both mention position_ids, but they affect different Qwen models and different logic." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision backend handling are different processor issues." + "reason": "Video padding math bug and missing-vision-backend processor import error are different failures." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel dependency/version gating is unrelated to a Qwen3.5 rotary-embedding registration crash." + "reason": "Kernel package version/revision requirement and missing decorator registration are different kernels issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and unrecognized model/config loading are unrelated." + "reason": "Slow import sometimes vs unrecognized model/config.json error are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to Python 3.9/3.10 compatibility." + "reason": "Missing AutoImageProcessor import and Python-version support regression are not the same bug." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen helper behavior on feature lengths vs position_ids; not the same bug." + "reason": "Different Qwen components and different computations; only superficial positional terminology overlaps." } ] }, @@ -13219,14 +13208,14 @@ "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:43526|issue:45003", - "issue:45103|issue:46399", "issue:45072|issue:46829", + "issue:45103|issue:46399", "issue:43540|issue:46752", "issue:43531|issue:45362", "issue:44246|issue:44871", "issue:46614|issue:46665", - "issue:45588|issue:46851", "issue:42491|issue:43299", + "issue:45588|issue:46851", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:45003|issue:46821", @@ -13240,219 +13229,225 @@ "issue:43257|issue:45137", "issue:44451|issue:46752", "issue:41950|issue:44220", - "issue:43540|issue:46655", "issue:44496|issue:45003", + "issue:43540|issue:46655", "issue:43262|issue:44246", "issue:45003|issue:45561" ], - "prepared_review_unit_hash": "c56d02123736878dadf633f72e6d52ce260c31e4d30f6bea2ddfa56cc43fcef7", + "prepared_review_unit_hash": "f4f638ca3a7fde67721057a27966bfc33375dc270cfd8e8ec4bf955c631f0ece", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different models, processors, and infrastructure paths. None of the soft-edge pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct regressions (imports, model loading, tokenizers, audio/video processors, deepspeed, docs) with no clear duplicate center.", + "summary": "This cluster is a loose similarity bucket: it contains several unrelated transformer bugs (imports, Qwen/Qwen3.5 loading, video/audio processors, deepspeed, docs, and misc runtime issues). None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "issue:36246 is the clearest concrete bug report among the import-error subset, but it is only a weak representative because the cluster is heterogeneous and not a true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster because the topics are heterogeneous and the pairwise overlaps are only superficial.", + "best_issue_reason": "issue:36246 is the best single anchor by specificity and reproducibility (full traceback, explicit missing symbol), though it should not be treated as the canonical cause for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend errors, but they involve different symbols and subsystems: sentence-transformers import vs TensorBoard/TF backend detection." + "reason": "Both are import/runtime failures, but one is a missing symbol during sentence-transformers import and the other is an undefined TF backend path; different bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Different failures: tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer save config mismatch and Zero3 from_pretrained loading failure are unrelated code paths and failure modes." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Same model family, but different bugs: registration/decorator crash vs variable-length position_ids handling." + "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids behavior; both are Qwen-related but not the same defect." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Completely different code paths: xdist captured_info.txt race vs stale generate() warning." + "reason": "A pytest-xdist file race and a stale generate() warning are different subsystems and different symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrelated: BEiT image-label reduction bug vs unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; no shared underlying bug." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Auto-docstring annotation crash is unrelated to Qwen3.5 kernel registration." + "reason": "dtype mismatch in inference and incorrect hidden_states assignment in an output object are distinct issues." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Different model paths and symptoms: dtype mismatch in inference vs incorrect hidden_states field in classification output." + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration error are unrelated." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Different areas: Qwen3OmniMoe video processing error vs empty apply_chat_template input handling." + "reason": "Video input processing ValueError vs empty chat template IndexError; both are input-validation bugs, but not the same one." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen3 variants, but one is sliding_window behavior and the other is chat loading crash." + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different behaviors in different paths." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "MoE load-balancing loss issue is unrelated to Gemma-3 eos_token_id configuration." + "reason": "Missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language backend is a different bug from inconsistent from_pretrained behavior in Python classes." + "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; different code paths entirely." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to variable-length position_ids." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers v5 loading regression; not the same bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Both concern Qwen MoE loading regressions, but they target different model variants and failure modes; not the same concrete bug." + "reason": "flash_attention sink-less s_aux=None crash and variable-length position_ids are separate Qwen3.5 failures." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and gemma-4 zero3 loading are distinct issues." + "reason": "Reading a buffer-backed position_ids error and Zero3 from_pretrained failure are not the same issue." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different training losses and different models; only superficial similarity around missing auxiliary loss." + "reason": "Missing load-balancing loss and missing auxiliary losses when denoising is off are conceptually similar, but they affect different models and mechanisms." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access bug is unrelated to TimesFM window_size attribute handling." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share a concrete code-path bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code reporting bug has nothing to do with GLM-5 RoPE implementation." + "reason": "Terminal ANSI cleanup and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are distinct regressions." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + "reason": "DeepSeek tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages." + "reason": "Both are ImportError reports, but they involve different missing symbols from different modules and different causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to HybridCache export failure." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate import-surface regressions." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch vs unsafe sys.modules access are unrelated." + "reason": "Docs still mentioning return_all_scores is a documentation mismatch; sys.modules access is a runtime bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve distributed training stacks, but one is weights conversion with accelerate/deepspeed and the other is a ZeRO3 deque pop error." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different DeepSpeed-related failures." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to empty-list chat template crashes." + "reason": "Model loading failure for a specific checkpoint and empty-list chat template IndexError are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors and torch_extract_fbank_features are different pipeline bugs." + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline/audio paths." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both touch video processing, but they affect different models and different logic: input validation vs padding calculation." + "reason": "Unrecognized model config loading and unsafe sys.modules access are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Unrecognized model config is unrelated to sys.modules import safety." + "reason": "Qwen3OmniMoe video ValueError and SmolVLM padding miscalculation are both video-related, but they are different concrete defects." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate default and MoE load-balancing loss are unrelated." + "reason": "Audio chat-template sampling-rate default and missing load-balancing loss are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and embedding resize propagation bug are different issues." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Different subsystems: modeling_utils import lookup vs pytest-xdist file race." + "reason": "Unsafe sys.modules access and xdist captured_info.txt race do not share a bug root." } ] }, @@ -13534,8 +13529,8 @@ "issue:45137|issue:45600", "issue:43295|issue:45292", "issue:43475|issue:46369", - "issue:36246|issue:43596", "issue:44466|issue:45335", + "issue:36246|issue:43596", "issue:44242|issue:44857", "issue:44623|issue:46726", "issue:44877|issue:45375", @@ -13543,199 +13538,187 @@ "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", - "issue:44479|issue:46170", - "issue:43526|issue:46894", "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44479|issue:46170", "issue:44060|issue:44077", "issue:43352|issue:45250", - "issue:44368|issue:44977", "issue:43653|issue:44162", + "issue:44368|issue:44977", "issue:45412|issue:46123" ], - "prepared_review_unit_hash": "fdb539227d30ab2ebbea8ed8190da3673f233328186a5a1c9aac990bf57951de", + "prepared_review_unit_hash": "d27e6c5bb2faeffbc40c21a2dab0ba6745ce00353eb8e72f952d6a2b72de2282", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35257, - "estimated_input_tokens": 8815, - "estimated_eval_tokens": 17886 + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are all false positives: they share broad model families or subsystems, but the underlying bugs/change requests are different. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44479 is a concrete, high-signal regression report with multiple affected variants and active discussion, making it a reasonable representative issue among this set.", + "summary": "Loose cluster of mostly unrelated model-specific issues; the soft matches are false positives from shared subsystem/model names rather than the same underlying bug. No PRs are present in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:46894 is the strongest representative: it is open, has the most inbound references among the clearly bug-focused items, and states a concrete reproducible training-loss defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it is specific, user-impacting, and broad enough to represent a real regression class.", + "best_issue_reason": "issue:46894 is the best global issue anchor because it is specific, externally referenced, and clearly actionable for triage compared with the other more fragmented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config problems, but one is a missing config field being dropped by strict parsing and the other is AutoModelForCausalLM.from_config not unwrapping text_config. Different failure modes and fixes." + "reason": "Both are Qwen config-related, but one is a missing field dropped by strict config and the other is an AutoModel text_config unwrapping bug; different root causes." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both mention video inputs, but one is a Qwen-VL regression across several models while the other is a SmolVLM padding bug in the video processor. Not the same bug." + "reason": "Both involve video processing regressions, but they target different model families and different code paths (Qwen video input vs SmolVLM padding)." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Unrelated models and symptoms: ESM2 is broadly broken, while Gemma 4 needs mm_token_type_ids to default to zeros for text-only fine-tuning." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues, not the same bug." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "resize_token_embeddings/output_embeddings is unrelated to RT-DETR loss infeasibility. Different subsystems and root causes." + "reason": "resize_token_embeddings propagation and RTDetrLoss infeasible cost-matrix crashes are unrelated defects." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a major performance regression after upgrade. No shared bug path." + "reason": "A position_ids buffer access error is not the same as a performance regression after upgrading Transformers." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5 rotary-embedding-related, but one is CPU offload incompatibility and the other is a kernel registration decorator crash. Different concrete issues." + "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embeddings and the other is a missing decorator causing kernel registration failure." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings references to removed configs are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mappings references are different failures." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression has nothing to do with resize_token_embeddings not updating output_embeddings." + "reason": "Processor/tokenizer regression and output_embeddings resize behavior are distinct components and bug types." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both involve SAM3, but one is a missing attribute on a vision encoder output and the other is a memory overflow in sam3-litetext. Different problems." + "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are different symptoms with different fixes." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor and a DeepSpeed/BertModel IndexError are unrelated." + "reason": "One is inconsistent tied-weight serialization by device, the other is resize_token_embeddings not updating decoder embeddings; not the same issue." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Both mention tied/resized embeddings, but one is inconsistent serialization across devices and the other is t5gemma resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "A missing Qwen2_5_VLImageProcessor import and a ZeRO3/BertModel index error are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss float16 CUDA crash are different code paths." + "reason": "Load-balancing loss omission and float16 AMP crash in LwDetrImageLoss are different code paths." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in processor.save_pretrained and AutoProcessor complaining about a missing vision backend are not the same issue." + "reason": "Missing save_pretrained files and AutoProcessor backend-missing error are separate processor I/O problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they affect different model families and different missing fields; not the same underlying bug." + "reason": "Both concern strict config handling, but one blocks granite_speech loading while the other silently drops a missing Qwen field; different bugs." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and CohereASR training-loss double-shift are unrelated." + "reason": "BeitImageProcessorFast reduce_labels and Florence2 training-loss double-shift are unrelated despite both being label-processing bugs." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility and PPDocLayoutV3 CPU-vs-CUDA divergence are unrelated." + "reason": "A Qwen3-VL-Moe Transformers 5.0 incompatibility is not the same as CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Package loading failure and exception masking when protobuf is missing are different bugs." + "reason": "Loading physical-intelligence/fast on Transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generation UnboundLocalError and MLflow reporting after failed training jobs are unrelated." + "reason": "Bart generate() mask initialization and MLflow job-status reporting are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to Windows/ROCm import and torch.distributed dependency errors." + "reason": "DETR cardinality errors and Qwen3.5 variable-length position_ids are different model bugs." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different models and symptoms: BeitImageProcessorFast label reduction bug versus CohereASR double-shift training loss bug." + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss double-shift are not the same underlying change." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids behavior are unrelated." + "reason": "A video-input regression and a Windows ROCm torch.distributed import/type error are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is a tied-weights warning in Qwen3-Next, the other is a patchtsmixer post_init policy issue. No shared change or bug." + "reason": "Tied-weights warning behavior and patchtsmixer post_init policy are different configuration/model concerns." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to a Qwen3.5 flash-attention generation failure." + "reason": "A model lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 topic." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "RT-DETR memory cleanup and MaskGenerationPipeline final-batch dropping are different bugs in different components." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated issues." } ] }, @@ -13781,13 +13764,13 @@ "issue:44749", "issue:44871", "issue:44877", + "issue:44964", "issue:44995", "issue:45103", + "issue:45137", "issue:45200", "issue:45229", - "issue:45375", "issue:45397", - "issue:45478", "issue:45563", "issue:45588", "issue:45656", @@ -13803,6 +13786,7 @@ "issue:46710", "issue:46726", "issue:46752", + "issue:46821", "issue:46832", "issue:46858", "issue:47020" @@ -13810,8 +13794,8 @@ "soft_pairs": [ "issue:42886|issue:45229", "issue:45397|issue:45656", - "issue:44877|issue:46170", "issue:43475|issue:43540", + "issue:44877|issue:46170", "issue:43065|issue:43408", "issue:46170|issue:46832", "issue:43723|issue:46710", @@ -13828,8 +13812,8 @@ "issue:45103|issue:46858", "issue:44361|issue:44749", "issue:43065|issue:46123", - "issue:44297|issue:44623", "issue:43994|issue:46726", + "issue:44297|issue:44623", "issue:46752|issue:47020", "issue:44749|issue:45656", "issue:43701|issue:44749", @@ -13837,144 +13821,145 @@ "issue:44623|issue:45656", "issue:44871|issue:46132", "issue:43475|issue:43643", - "issue:45375|issue:45478" + "issue:44964|issue:45137", + "issue:43475|issue:46821" ], - "prepared_review_unit_hash": "33ea79e6639d7e3f1da946d1cfc84dfaf9d425c3fc3e7c6d1c1cea0e69c6d619", + "prepared_review_unit_hash": "bf0f172b56ca4a6f9217cb15c3a456d88695c898400b3312c095707e810e4aa8", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36281, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated bug reports across tokenizers, config loading, vision models, chat templates, cache behavior, and performance regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, + "summary": "This is a noisy semantic cluster, not a duplicate set. The items share broad Transformers/tokenizer/model-loading language, but the concrete bugs and code paths differ; reject every soft pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated tokenizer, model-loading, training, cache, and pipeline regressions rather than one underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue is suitable; the closest tokenizer-loading reports still do not represent the rest of the cluster.", + "best_pr_reason": "No pull requests are present, so there is no PR candidate.", "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 CUDA OOM are unrelated failures in different code paths." + "reason": "Offline tokenizer cache loading and Gemma 4 mm_token_type_ids defaults are different failure modes." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma4 zero3 from_pretrained breakage and double optimizer-step with deepspeed are different bugs." + "reason": "Gemma-4 Zero3 from_pretrained and double optimizer.step with deepspeed are unrelated code paths." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import issues do not share a concrete root cause." + "reason": "SAM3 missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are distinct bugs." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "SAM3 video missing field and Qwen3OmniMoe video ValueError are separate model-specific loading/processing bugs." + "reason": "Strict config loading and Windows ROCm import/dependency errors are not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker warning are different SAM3 issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is separate from the sam3_video vs sam3_tracker warning." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows ROCm import/dependency failure is unrelated to RT-DETR forward TypeError." + "reason": "Windows import failure and RTDetr forward feature-level TypeError do not share a code defect." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and accuracy regression after version upgrade are not the same bug." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different issues." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A warning about tie_word_embeddings and a stale num_return_sequences warning affect different generation paths." + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 LoRA warning." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are not duplicate symptoms." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on second forward and Gemma4 mm_token_type_ids defaulting are separate issues." + "reason": "Stale indexer cache on second forward and mm_token_type_ids defaults are different bugs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel branching and Gemma tokenizer roundtrip on \u2581 are unrelated." + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip token handling are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different request-processing bugs." + "reason": "Chat completions request rejection and Gemma pipeline token roundtrip are different code paths." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma roundtrip failure are not the same defect." + "reason": "A reproduction of issue 38071 and the Gemma pipeline roundtrip failure are not the same defect." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are unrelated API problems." + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate issues." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Diverging attention kernels under torch.compile and cache lazy-init recompilation are different cache/compile behaviors." + "reason": "Attention kernel divergence under torch.compile and cache lazy-init recompilation are different behaviors." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache on second forward and flash_attention s_aux=None crash do not share the same code path." + "reason": "Stale indexer cache and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram type error and missing chat template error are unrelated." + "reason": "MPS histogram int support and missing chat template errors do not share a bug root." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation handling and StaticCache seq-length tensor arithmetic under torch.compile are separate subsystems." + "reason": "auto_docstring crash with future annotations and cache.get_seq_length device-tensor arithmetic are unrelated." }, { "left": "issue:44361", @@ -13986,67 +13971,73 @@ "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder placeholder and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "SAM3 pixel decoder dummy layer and final partial-batch dropping in MaskGenerationPipeline are different problems." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer_config mismatch and processor file omission are different serialization bugs." + "reason": "Siglip2 nonsensical outputs and missing vision-backend handling in AutoProcessor are distinct." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Siglip2 nonsense outputs and AutoProcessor missing-backend error are not the same issue." + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are separate save-path bugs." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash and XLMRobertaTokenizer Unigram init type error are unrelated tokenizer bugs." + "reason": "Empty-list apply_chat_template and XLMRobertaTokenizer Unigram init are unrelated tokenizer failures." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Training slowdown and double optimizer-step behavior are different deepspeed-related problems." + "reason": "Upgrade-related slowdown and double optimizer stepping with deepspeed are different regressions." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and performance regression after upgrade do not match." + "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and ESM2 breakage are separate model/config issues." + "reason": "trust_remote_code config field loss and ESM2 being broken are different bugs." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and duplicate optimizer stepping are unrelated." + "reason": "Missing processor save files and duplicate optimizer steps do not overlap." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different API problems." + "reason": "eos_token_id inconsistency and AttentionInterface.register behavior changes are not the same defect." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 missing attribute and AutoConfig trust_remote_code field loss are unrelated loading bugs." + "reason": "Missing fpn_position_embeddings and missing fields from AutoConfig trust_remote_code are separate loading issues." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Missing deepstack_visual_indexes in config and generic Qwen3.5 MoE from_pretrained error are related only by family, not the same concrete bug." + "reason": "SAM3 vision output attribute loss and TimesFM window_size AttributeError are different model-specific bugs." } ] }, @@ -14078,16 +14069,17 @@ "issue:42371", "issue:42994", "issue:43232", - "issue:43475", "issue:43482", "issue:43525", "issue:43673", "issue:43723", "issue:43784", + "issue:43824", "issue:43873", "issue:43986", "issue:44038", "issue:44188", + "issue:44222", "issue:44351", "issue:44373", "issue:44623", @@ -14095,7 +14087,6 @@ "issue:44869", "issue:44933", "issue:44945", - "issue:44964", "issue:45081", "issue:45092", "issue:45103", @@ -14106,6 +14097,7 @@ "issue:45375", "issue:45397", "issue:45406", + "issue:45478", "issue:45593", "issue:45753", "issue:46202", @@ -14114,15 +14106,13 @@ "issue:46463", "issue:46701", "issue:46726", - "issue:46821", "issue:46851", "issue:46877", "issue:47000" ], "soft_pairs": [ - "issue:44964|issue:45137", + "issue:45375|issue:45478", "issue:42994|issue:43482", - "issue:43475|issue:46821", "issue:28282|issue:30990", "issue:44188|issue:46851", "issue:39692|issue:46726", @@ -14148,230 +14138,247 @@ "issue:36010|issue:41628", "issue:44857|issue:46877", "issue:45081|issue:45103", - "issue:46202|issue:46701", "issue:45593|issue:46877", - "issue:44038|issue:45310" + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:44222|issue:45310" ], - "prepared_review_unit_hash": "41bd05897c0ee73432360e332bfb42d6132de587648a1bc8f54ac498fea2b22b", + "prepared_review_unit_hash": "e43fd91590413ddb81e470c6f2df19047d60cea8fc4dd24b296658731dd33c27", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36720, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "soft_pair_count": 32, + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it mixes import/API regressions, model-loading issues, tokenizer/pipeline bugs, docs problems, and training/runtime crashes. None of the soft pairs is safely the same concrete bug, so I would not merge any of them as duplicates.", + "summary": "Mostly unrelated Transformers issues with a small Qwen3/Qwen3.5 MoE loading cluster. The strongest representative remains the Qwen3.5 MoE from_pretrained regression, but the nearby Qwen3/Qwen3.5 pair is only related, not clearly the same bug.", "confidence": 0.59, - "canonical_issue_reason": "Issue 41628 is the cleanest representative of the recurring import/API-breakage theme in this cluster and is broader/more canonical than the more niche model- or docs-specific reports.", + "canonical_issue_reason": "issue:45310 is the clearest and most specific report of the Qwen3.5 MoE from_pretrained regression, so it best represents the concrete loading-failure subgroup even though adjacent Qwen reports are only loosely related.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the most self-contained and broadly representative bug report here, making it the best anchor for triage even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45310 is the best triage anchor because it is concrete, model-specific, and centers the only coherent subgroup in this cluster: Qwen3/Qwen3.5 MoE loading problems under Transformers v5.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Different failures: Phi-4 multimodal loading versus a DeepSpeed ZeRO3 deque underflow." + "reason": "Likely related Qwen3.5 MoE/v5 regressions, but the packet does not establish the same underlying bug or same code path with enough confidence." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized-model saving and GGUF loading are opposite directions and use different code paths." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Different model families and different attribute errors; no shared concrete bug." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are different operations with different failure modes." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch at import time versus Sentence Transformers hanging while loading are unrelated." + "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers getting stuck while loading." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is not the same as Qwen3.5 variable-length position_ids handling." + "reason": "Different code paths: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Both involve vision processors, but one is a broken docs example and the other is missing-backend handling; not the same bug." + "reason": "Doc-example mistakes are not the same bug as AutoProcessor's missing-vision-backend error handling." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs/update logic and missing GenerationMixin cache in chunked prefill are distinct generation internals." + "reason": "Both touch generation internals, but one is sync_gpus kwarg updates and the other is a chunked_prefill cache regression." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor/torchvision crash and the other is an unrecognized image-processor error." + "reason": "Both involve optional vision dependencies, but one is a video-model/torchvision crash and the other is an AutoProcessor image-backend error." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Top-level AutoImageProcessor export failure and a missing import from image_utils are different missing symbols." + "reason": "Both are import/export problems, but they involve different symbols and likely different code paths." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Doc-lint stdout noise at import time is unrelated to an RTDetrLoss infeasible-cost-matrix crash." + "reason": "Auto-docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is a broad from_pretrained failure and the other is a specific missing config field; not enough evidence of one bug." + "reason": "Qwen3.5 MoE loading failure and a missing-field/strictness bug are not shown to be the same defect." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + "reason": "An error-message wording issue in T5 validation is unrelated to auto_docstring stdout noise." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report versus a Gemma-4 ZeRO3 loading issue; no overlap in concrete behavior." + "reason": "issue:45230 is too generic to establish the same underlying bug as gemma-4 zero3 from_pretrained." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi tokenizer codec/regression handling are different tokenizer bugs." + "reason": "Tokenizer-decoding crash on trailing replacement char and Kimi codec-handling regression are related only at a very high level." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring is not the same as a runtime position_ids bug." + "reason": "Wrong docstring for position_ids is not the same bug as a runtime variable-length position_ids failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are separate issues." + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are different failure classes." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving and a missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer paths." + "reason": "AutoTokenizer.from_pretrained in v5 and mistral_common continue_final_message are different tokenizer bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption are different execution bugs." + "reason": "Quantization/offloading behavior is not the same underlying bug as pipeline-parallelism output corruption." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "sentence-transformers import failure and Qwen3.5 kernel-registration errors are unrelated." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration decorator failure are separate issues." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on '\u2581' are different bugs." + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip token issue are different code paths." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible-cost-matrix crash are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as an image-triggered infinite loop." + "reason": "Pipeline parallelism output bug and Qwen3_5 image infinite loop are not the same defect." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import/export regressions, but they involve different missing APIs and different fixes." + "reason": "Both are missing-import reports, but for different exported symbols and likely different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but GenerationMixin import-path breakage and AutoImageProcessor export failure are different symbols/code paths." + "reason": "GenerationMixin import-path break and AutoImageProcessor import break are separate API regressions." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crashing and doc-lint stdout noise are unrelated." + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch backend-tokenizer access and auto_docstring annotation handling are unrelated AttributeErrors." + "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior has nothing to do with docstring diagnostics printing." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "The Qwen3-VL-Moe and Qwen3.5 MoE reports look related by family/version, but the evidence only supports loose similarity, not the same underlying bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text pipeline failure are different bugs." + "reason": "Gemma token roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are related only by model family." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:46326", + "right": "issue:46399", "accept": false, - "reason": "D-FINE auxiliary-loss wiring and auto_docstring logging are unrelated." + "reason": "Tokenizer final-message handling and apply_rotary_pos_emb registration are different bugs." }, { - "left": "issue:44038", + "left": "issue:42371", + "right": "issue:45310", + "accept": false, + "reason": "TF32 API messaging and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Related model family, but Qwen3-VL-Moe loading and Qwen3.5 MoE from_pretrained errors are not the same concrete regression." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained are opposite operations with different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is broadly cautious, but one verdict is too strong for the evidence available. The accepted 44038\u219445310 pair is supported only by title-level similarity (Qwen3/Qwen3.5 MoE loading issues in v5), which is enough to call them related, not enough to say they are the same underlying bug. Also, the 45375\u219445478 rejection is stated too definitively as \u2018different bugs\u2019 even though the packet does not establish that with confidence. I\u2019d keep both of those as tentative rather than hard verdicts." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14401,7 +14408,6 @@ "issue:42673", "issue:42831", "issue:42898", - "issue:42994", "issue:43232", "issue:43295", "issue:43479", @@ -14439,15 +14445,13 @@ "issue:46909" ], "soft_pairs": [ - "issue:42994|issue:43824", - "issue:44222|issue:45310", "issue:42673|issue:43704", "issue:43232|issue:44792", "issue:42831|issue:44222", "issue:42175|issue:44933", - "issue:43504|issue:45561", - "issue:45561|issue:45600", "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43504|issue:45561", "issue:45405|issue:46877", "issue:43976|issue:44933", "issue:30333|issue:33290", @@ -14469,236 +14473,227 @@ "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:42898|issue:43295", - "issue:44734|issue:45103", - "issue:42222|issue:45200" + "issue:42222|issue:45200", + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "6abad843d8304235e82a1b679f017968d80e717f0c023fc60ac760e6f44cfbca", + "prepared_review_unit_hash": "23ed1f20c07658397f5120150466f85fc3792cbda9e29c017f2d7735935e1740", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37305, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated closed issues across different bugs, regressions, docs, and model-specific failures. None of the soft-similarity pairs are close enough to be treated as the same underlying issue or change.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 42898 is the clearest self-contained report: it has a specific regression boundary (v5), an explicit behavior change, and a focused symptom around tokenization cleanup. If a single representative issue must be chosen, this one is the most canonical-style bug report in the set.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only clear duplicate is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; all other soft pairs are only loosely similar at a subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue:42673 is the best canonical for the only true duplicate pair: it is the earlier, fuller report and issue:43704 repeats the same title and bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the strongest representative issue overall because it is concrete, reproducible, and narrowly scoped to one API behavior change. Several others are also well-written, but this one best fits a canonical regression report.", + "best_issue_reason": "Issue:42673 is the strongest issue to keep as the representative anchor for triage, but it should only stand in for its exact duplicate pair, not the whole mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Different problem classes: quantized model saving failure vs missing Qwen2.5-VL import. No shared code-path." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Both mention FP8/MoE/Qwen3.5, but one is a save-pretrained issue and the other is a from_pretrained load regression. Not the same bug." - }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "These are the same title about VRAM leaks, but the second appears to be a duplicate report, not evidence of a mergeable distinct same-change pair; still, as soft-duplicate triage they look like the same underlying bug and would normally be rejected as separate items." + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure. Different code paths." + "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is distinct from FP8 save_pretrained/moe serialization. Same theme, different failure mode." + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging issue vs a nonexistent image_utils import. No overlap beyond packaging/import context." + "reason": "Unrelated: backend installation dependency issue vs a missing import in image_utils." }, { - "left": "issue:43504", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Beit pretrained preset loading bug is unrelated to the pytest-xdist captured_info.txt race. Different subsystem and symptom." + "reason": "Different bugs entirely: model loading/config mismatch vs xdist race on captured_info.txt." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Both touch testing infrastructure, but one is a file race in patched testing utils and the other is auto_mappings referencing removed configs. Not the same bug." + "reason": "One is a test xdist race, the other is broken auto_mappings references causing CI failure." }, { - "left": "issue:44496", + "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to a test-worker file race. Different paths and fixes." + "reason": "Legacy preset loading for Beit segmentation is unrelated to the captured_info.txt race." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pin issue is a dependency/versioning problem; auto_docstring stdout diagnostics is import-time logging noise. Not the same change." + "reason": "Package version pinning problem vs docstring tooling printing diagnostics; no shared underlying bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility regression is unrelated to a missing import from image_utils. No shared code path." + "reason": "Python support regression vs missing import from image_utils; different failure modes." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on training failure and Adafactor OOM in DeepSpeed are different failure modes with different fixes." + "reason": "MLflow reporting on training failure is unrelated to Adafactor/deepspeed OOM." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading stall is unrelated to embedding resize/post_init reinitialization. Different subsystem." + "reason": "Loading hang in sentence-transformers vs embedding reinitialization after resize; not the same bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization cleanup behavior change and add_special_tokens/BOS-EOS regression both concern tokenizers, but they affect different APIs and behaviors." + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and model families." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend dependency omission is unrelated to leftover dummy classes and dir(transformers) leakage. Different maintenance areas." + "reason": "Dependency backend install issue is unrelated to leftover dummy classes and dir() leakage." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Phi4Multimodal config initialization bug is unrelated to VideoPrism output field misassignment. Different model families and code paths." + "reason": "Config initialization defaults in Phi4Multimodal do not match a classifier output field mixup." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and mask generation pipeline batch handling are separate generation bugs with different symptoms." + "reason": "Attention mask construction and final-batch pipeline bookkeeping are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor.save_pretrained missing files is a serialization bug, while Qwen3.5 MoE from_pretrained error is a loading/config issue. Not the same bug." + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both involve VRAM/performance around FA2-like workloads, but one is a thread-related leak in Qwen3ForCausalLM and the other is a long-context performance regression after 5.2.0. Too broad to merge." + "reason": "Both mention FA2/generation, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4Multimodal config defaults are unrelated to Whisper timestamp decoding on trailing replacement characters." + "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on a trailing replacement character." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and clean_up_tokenization_spaces are distinct behaviors with different fixes." + "reason": "Different tokenizer regressions for different models and symptoms; not one underlying bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading issue in v5 is not the same as add_special_tokens not inserting BOS/EOS for mdeberta-v3-base." + "reason": "Generic tokenizer loading issue vs add_special_tokens BOS/EOS behavior for mdeberta-v3-base." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated doc issues." + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "SigLIP2 doc example errors and DIA doc example issues are different examples with different failure modes." + "reason": "Both are broken docs examples, but for different models and different specific errors." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Phi4Multimodal config initialization and ModelOutput key assignment are unrelated framework behaviors." + "reason": "Multimodal config default initialization and ModelOutput key assignment are different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Clean-up-tokenization behavior regression and DeepSeek tokenizer incorrect results are separate tokenizer bugs, not one underlying change." + "reason": "Both are tokenizer regressions, but the affected models and symptoms are different." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are different missing-symbol/import problems." + "reason": "Different import errors in different packages/modules; not the same issue." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow not reporting failed jobs." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 vision model loading regression are different bugs." + "reason": "Failed MLflow reporting is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenization cleanup behavior change and processor.tokenizer/image-passing regression are separate v5 issues with different APIs." + "reason": "Both are v5 regressions around tokenization, but one concerns clean_up_tokenization_spaces and the other processor.tokenizer/image passing behavior." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring crashing on future annotations." + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "ViTPose breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing under future annotations." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The one accepted pair, issue:42673 and issue:43704, has identical titles and looks like the same VRAM-leak report, while the rest of the soft pairs are rejected conservatively based on different titles/symptoms. The summary stays appropriately cautious and does not overclaim broader duplication across the cluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14765,23 +14760,23 @@ "issue:46932" ], "soft_pairs": [ - "issue:42898|issue:45356", "issue:43874|issue:45092", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:30333|issue:36331", "issue:22355|issue:28282", "issue:45405|issue:45712", "issue:43116|issue:44190", - "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:44060|issue:45125", + "issue:44222|issue:44297", "issue:44933|issue:45712", + "issue:44060|issue:45125", "issue:42831|issue:44623", - "issue:44448|issue:46132", "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:44297|issue:45656", - "issue:43479|issue:43644", "issue:45245|issue:46132", + "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:44360|issue:46762", "issue:46132|issue:46710", @@ -14796,20 +14791,20 @@ "issue:44190|issue:46082", "issue:43232|issue:46424" ], - "prepared_review_unit_hash": "7b90f4c9f99d4d7e278ece44d4b648b12c4fcda308437ddc7e484eaa07cbad9f", + "prepared_review_unit_hash": "1d0226e2ee7e365399a3e3837388a5d42c16962014f50ffb895659f8c068864c", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36462, + "serialized_chars": 36464, "estimated_input_tokens": 9116, "estimated_eval_tokens": 18488 }, @@ -14818,162 +14813,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broadly heterogeneous; the high-similarity pairs mostly share only surface wording (tokenizer, save_pretrained, import, config, or regression language) and do not look like the same underlying bug or change. I reject all soft edges. If forced to name a representative issue, issue:44222 is the densest concrete save_pretrained-related bug, but the cluster is not a true duplicate set.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44222 is the most central concrete bug report in the set, with the densest save_pretrained-adjacent similarity, but this is only a weak representative because the cluster is heterogeneous.", + "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated import, tokenizer, config, training, FP8, and generation issues, so there is no clear duplicate cluster or canonical representative.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a good canonical representative here because the items span many unrelated failure modes, and none of the soft pairs are close enough to merge into one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44222 is the best single representative if one must be chosen: it is a concrete implementation bug and sits in the most connected part of the similarity graph.", + "best_issue_reason": "No global best issue stands out: the titles cover distinct subsystems and bugs, so picking one as the canonical issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both are tokenizer regressions, but one is about clean_up_tokenization_spaces behavior and the other about codec handling/warning text; different bugs." + "reason": "Both mention import/init problems, but one is a missing image processor method and the other is remote-code checkpoint/meta-init incompatibility; different bugs." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Both concern multimodal/v5 breakage, but one is a missing image-patch API and the other is remote-code/meta-init compatibility; not the same issue." + "reason": "Both are tokenizer regressions around v5, but they affect different models and different behaviors (cleanup spacing vs codec handling)." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access and double optimizer stepping with deepspeed are unrelated failures." + "reason": "Position-ids buffer access and double optimizer stepping under deepspeed are unrelated code paths." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed jobs and a CustomTrainer compute_loss signature error are different training-path bugs." + "reason": "MLflow reporting after failure and a CustomTrainer compute_loss signature break are unrelated training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "These are different import errors: missing transformers.onnx versus missing PyTorch dependency for AutoModel." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; different dependencies." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + "reason": "A PEFT version pin problem and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failure modes; one is empty multi-label outputs, the other is local dataset loading." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_config class mismatch; different code paths." + "reason": "Different example scripts and failures: one is multi-label classification output, the other is local dataset loading." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer SGD arguments not being used is unrelated to a documentation parameter-name mismatch." + "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name mismatch." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Same model family only; one is a tied-weights warning, the other is a missing tensor-parallel plan." + "reason": "FP8 save_pretrained behavior for MoE and tokenizer_class metadata mismatch are different save-path bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Different import/dummy-class problems with different root causes." + "reason": "Both involve imports/exports, but one is a missing image_utils export and the other is dummy PT object leakage; not the same bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FP8 accuracy regression and processor.save_pretrained missing files are distinct bugs." + "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3_5Moe are separate model-integration issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Pegasus output differences and AttentionInterface.register behavior changes are different code paths." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both are tokenizer-related, but BPE marker handling and AutoTokenizer loading are distinct bugs." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is from_pretrained loading in v5; different root causes." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer serialization mismatch and deepspeed optimizer-step behavior are unrelated." + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different mechanisms." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Config default initialization for multimodal subconfigs and non-persistent buffer junk are different issues." + "reason": "Tokenizer save metadata mismatch and optimizer stepping are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + "reason": "Category-limit runtime error and attention registration behavior are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config None-handling for multimodal defaults and non-persistent buffer junk are different initialization bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but FP8 MoE saving and processor file emission are different failures." + "reason": "Both mention save_pretrained, but one concerns FP8 MoE serialization and the other processor asset omission; not the same issue." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax attention numerical drift are not the same bug." + "reason": "DSA indexer/ReLU discussion and Minimax attention numerical differences are unrelated." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior changes and a DeepSeek accuracy regression are different code-path problems." + "reason": "AttentionInterface.register semantics and DeepSeek accuracy regression are different code paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they arise from different packages and missing symbols." + "reason": "Two import errors, but one is transformers AutoImageProcessor and the other is huggingface_hub is_offline_mode; different packages and failures." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring and a GLM-5 RoPE implementation issue are unrelated." + "reason": "A docstring error for position_ids is not the same as a GLM-5 RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata on save is unrelated to Qwen3.5 Moe from_pretrained failures." + "reason": "Tokenizer_class metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation failure are different bugs." + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are distinct config issues." + "reason": "Both involve config validation, but one is PretrainedConfig typing and the other is LlamaConfig head_dim rules; not the same bug." }, { "left": "issue:46614", @@ -14985,25 +14980,25 @@ "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but shard-size defaults and FP8 MoE saving are not the same problem." + "reason": "FP8 MoE serialization and max_shard_size default behavior are different save_pretrained concerns." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization regression across versions and B200 FP8 inference failure are unrelated." + "reason": "Tokenizer output changes across versions and B200 FP8 inference failure are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script and a LlamaConfig validation bug are different issues." + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus handling and cache max_length enforcement are different generation/cache paths." + "reason": "Generation kwargs after sync_gpus and cache max length handling are different cache/generation issues, not one bug." } ] }, @@ -15095,10 +15090,10 @@ "issue:45381|issue:46305", "issue:44483|issue:45406", "issue:44829|issue:46002", - "issue:42831|issue:44038", "issue:41628|issue:43824", - "issue:43644|issue:46305", + "issue:42831|issue:44038", "issue:43408|issue:46402", + "issue:43644|issue:46305", "issue:44261|issue:45092", "issue:22355|issue:28218", "issue:42831|issue:45753", @@ -15110,226 +15105,226 @@ "issue:27957|issue:30990", "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "916310409de5ecc25f7c086d2b904c65ff04314ed47030ab2f9ba41a015f292d", + "prepared_review_unit_hash": "fafa7de4de743a4b4109349c920ad7a74a85018c9a5758ac1e946cf8179826b5", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36792, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "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. None of the soft edges look like true duplicates or the same concrete fix, so all candidate links are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report here: a version-upgrade import regression with multiple missing symbols, so it is the least specific and most plausible anchor if one issue must represent the set.", + "summary": "The cluster is a grab bag of largely unrelated issue reports: import regressions, tokenizer bugs, quantization/save/load failures, and several model-specific vision/attention issues. None of the soft pairs look like the same underlying bug, so no duplicate edges should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative issue: it describes multiple import failures after upgrading Transformers, making it a reasonable umbrella for the import-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "It is the most general, user-facing regression report among the items and could plausibly subsume some narrower import-error reports, but it is still not a duplicate of them.", + "best_issue_reason": "issue:45278 is the most globally representative issue in this set because it captures a broad, user-facing regression pattern rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different bug classes: generation kwargs handling vs OCR long-input indexing." + "reason": "Different subsystems and symptoms: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Unrelated code paths: torch.split/indexer behavior vs remote-code checkpoint meta-init compatibility." + "reason": "Unrelated bugs: torch.split return values in a MoE indexer vs remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure and chat-template absence are unrelated issues." + "reason": "FP8 inference on B200 is a hardware/kernel issue; apply_chat_template missing a chat template is a processor API problem." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Different symptoms and models: loading stall vs zero-probability outputs." + "reason": "SentenceTransformers loading hang and SigLIP2 zero probabilities are different models and failure modes." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read error is not the same as missing files in processor.save_pretrained." + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different save/load paths." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different models and bugs: missing attribute in SAM3 vs sliding-window off-by-one." + "reason": "Sam3 vision encoder attribute error and MoonshineStreaming sliding-window off-by-one are unrelated model bugs." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both concern video processing, but the off-by-one mask bug is not the same as SmolVLM padding calculation." + "reason": "Both touch video processing, but one is an attention-window off-by-one and the other is incorrect video padding calculation." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A code bug in DSA indexing is not the same as a docstring issue." + "reason": "Indexer tensor-splitting behavior and a wrong docstring for position_ids are not the same underlying bug." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in SAM3-lite-text is unrelated to a broken documentation example." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, but torch.split return handling and missing ReLU are different fixes." + "reason": "A torch.split value issue in GlmMoeDsaIndexer is different from the DSA indexer missing ReLU." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both touch quantized saving/loading, but they describe different quantization paths and failures." + "reason": "Both involve quantized models and saving/loading, but they refer to different quantization flows and failure modes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and Qwen3.5-MoE from_pretrained errors are different issues." + "reason": "FineGrainedFP8 accuracy concerns are unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency problem is unrelated to a SequenceFeatureExtractor.pad performance regression." + "reason": "Generic dependency issue vs a specific SequenceFeatureExtractor.pad performance regression; not the same bug." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Importing transformers.onnx and XLMRoberta with Flash Attention 2 are unrelated." + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal model regressions, but the checkpoint/meta-init issue is not the same as incorrect visual-encoder keys on save_pretrained." + "reason": "Remote-code/meta-init incompatibility is a load-time initialization bug; incorrect visual encoder keys on save_pretrained is a different serialization bug." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and code paths: Qwen2.5-VL vision_position_ids vs MoonshineStreaming mask off-by-one." + "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming windowing bug affect different models and code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Serve API request rejection and Gemma4Processor _tokenizer crash are different failures." + "reason": "Chat/completions request rejection is an API/server issue, while Gemma4Processor missing _tokenizer is a processor attribute bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training divergence with flash_attention_3 and NaNs after checkout/init are not the same bug." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Generic FP8 accuracy issue does not match a Qwen3-VL-Moe loading bug." + "reason": "Degenerate training with flash_attention_3 and NaNs after checkout+init are both training issues but not the same concrete failure." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different causes." + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 is unrelated to the MoonshineStreaming window bug." + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3-VL-Moe from_pretrained failure." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both involve SAM3, but the model-type warning is not the same as missing text encoder weights." + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to missing text encoder weight loading in Sam3Model." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is a checkpoint/init bug, not a streaming attention mask off-by-one." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision mismatch and checkpoint meta-init incompatibility are unrelated." + "reason": "MLA q_a_layernorm epsilon precision issue and old InternVL2 meta-init incompatibility are separate model-specific bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "No module named transformers.onnx is unrelated to tokenizer spacing after added tokens." + "reason": "ONNX import failure and tokenizer extra-space after added token are unrelated tokenizer/export issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues are not the same as a Qwen3_5 infinite-loop bug on a specific image." + "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 infinite-loop behavior on a specific image." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs on different models: offset mapping vs BOS/EOS not added." + "reason": "Wrong offset_mapping and missing BOS/EOS with add_special_tokens are both tokenizer issues but different concrete behaviors." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure is unrelated to quantized model save failures." + "reason": "Offline cache loading failure and quantized model saving failure involve different components and symptoms." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline loading and decoder-type serialization are different tokenizer problems." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer regressions." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Missing huggingface_hub import is a dependency-layer issue, not the same as Transformers import regressions after upgrade." + "reason": "Hugging Face Hub offline import failure and broad Transformers import failures are related only at a very high level, not the same bug." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring correction." + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring problem for position_ids." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading stall are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and SentenceTransformers loading hang are distinct issues with different triggers." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM3, but a config/model-type mismatch is not the same as memory overflow in sam3-litetext." + "reason": "A model-type mismatch warning for sam3_tracker is unrelated to memory overflow in sam3-litetext." } ] }, @@ -15410,22 +15405,22 @@ "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42907|issue:44945", - "issue:42907|issue:44964", - "issue:43976|issue:44945", "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:42907|issue:44964", "issue:43756|issue:44060", "issue:43576|issue:43784", "issue:39401|issue:44488", "issue:41628|issue:45278", - "issue:42907|issue:43937", "issue:42371|issue:44263", + "issue:42907|issue:43937", "issue:43784|issue:45600", "issue:44117|issue:44704", "issue:46172|issue:46762", "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:44704|issue:45290", "issue:43408|issue:43475", + "issue:44704|issue:45290", "issue:43122|issue:44521", "issue:44360|issue:44485", "issue:43122|issue:46326", @@ -15435,220 +15430,220 @@ "issue:44038|issue:44295", "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "5a94b7d6f128609db70b27d0a115a2b208a307cb672e127d4d1cf3836439163e", + "prepared_review_unit_hash": "7dba7c68910b222c842efcac6d7a2e19a6edf833651bbce646d775cffae4579c", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36520, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated standalone bugs/regressions. A few are in adjacent areas (tokenizers, imports, Qwen/SAM families), but none of the soft pairs look like the same concrete underlying defect.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest representative regression report in the set (many import errors after upgrading), so it is the best anchor if one issue must serve as the cluster representative.", + "summary": "This cluster is very noisy: most items are unrelated issue reports across tokenizer regressions, multimodal loading, import errors, generation bugs, and model-specific behavior. The soft-similarity edges are overwhelmingly false positives, so no pair should be merged as a duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43122 is the broadest and most representative of the few tokenizer-regression reports in the set, but the cluster overall is heterogeneous rather than a single duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general, user-facing catch-all among these reports and the likeliest hub for related import-breakage complaints.", + "best_issue_reason": "Issue 43122 is the closest thing to a cluster anchor because it is comparatively generic; however, it should be treated as only a loose representative, not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a model-specific BPE-marker problem and the other is a version-wide tokenization regression." + "reason": "Both are tokenizer-related, but 42796 is a specific Ministral BPE-marker bug while 43122 is a broader cross-version regression." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Different subsystems and failure modes: generation kwargs after sync_gpus versus missing auxiliary losses in D-FINE." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and different bugs." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are unrelated." + "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "A video-input processing ValueError and a documentation example bug are not the same issue." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Both mention initialization, but one is custom model init breakage and the other is NaNs during classification-head init." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different failures: SentenceTransformers hanging on load versus a Mac bus error loading a CLIP model." + "reason": "Sentence-Transformers loading hangs and a Mac bus error on a CLIP model are different runtime failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel LLM output are unrelated." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "A dequantized-save regression and a multimodal model load failure are different bugs." + "reason": "One is about reading a registered buffer, the other about tokenizer_class metadata saved to tokenizer_config.json." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version incompatibility and pipeline-parallel output corruption are unrelated." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallel inference output corruption." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "One is a model buffer access problem; the other is tokenizer metadata written by save_pretrained." + "reason": "Dequantized save failures and loading Phi-4 multimodal with latest transformers are separate model/load-path problems." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and different bugs: RoPE layer dropping versus tied-weights warnings." + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are distinct model implementation issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI env command and a NameError on importing sentence-transformers are not the same code path." + "reason": "A broken env command and a NameError while importing sentence-transformers are unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer versus failure to load cjvt/sleng-bert are unrelated." + "reason": "Qwen3 offset_mapping errors and failure to load cjvt/sleng-bert are different tokenizer/model-loading bugs." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad upgrade-wide import breakage; not enough evidence of the same code path." + "reason": "A missing AutoImageProcessor import is not the same as a broad set of import errors after upgrading versions." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different model families and failure modes: save/dequantization versus invalid GenerationConfig." + "reason": "TF32 settings guidance and a torch.split return-value issue in the DSA indexer are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "TF32 API guidance and a torch.split/indexer bug are unrelated." + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "One is an import-time NameError in sentence-transformers; the other is a CI break from removed Sam3LiteText configs." + "reason": "The sentence-transformers import NameError and removed Sam3LiteText references in auto_mappings.py are separate regressions." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both touch from_pretrained helpers, but they fail in different places: TOKENIZER_MAPPING_NAMES versus cached_file kwargs propagation." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are both from_pretrained-related, but they are different bugs." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different model implementations and different numerical discrepancies; not the same bug." + "reason": "A dtype/transpose bug in deepseek-v4 and numerical differences in Minimax attention are not the same underlying issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping and multimodal assistant masks are separate issues." + "reason": "Qwen3 offset_mapping and apply_chat_template assistant_masks bugs are both tokenizer-adjacent but affect different APIs and behaviors." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/configuration bugs." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both involve processing helpers, but AutoProcessor kwargs forwarding and chat-template tool-call crashes are different code paths." + "reason": "The sam3_video/sam3_tracker warning and missing fpn_position_embeddings are different SAM 3 Video problems." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute in vision encoder output." + "reason": "AutoProcessor cached_file kwargs and apply_chat_template crashing on tool-call messages are different processor/template bugs." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "A tokenizer version regression and all-zero assistant masks in multimodal chat templating are different defects." + "reason": "Cross-version tokenization regression and multimodal assistant_masks being all zero are different bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer activation question and a GLM-5 RoPE implementation issue are unrelated." + "reason": "A DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated technical issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenization, but one is a cross-version regression and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Both mention tokenization, but 43122 is a version-regression report while 46326 is a mistral_common continue_final_message bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized-saving failures and gguf_file loading failures are different pathways." + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file breaking from_pretrained are different loading/saving paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issues and tokenizer save_pretrained metadata mismatches are unrelated." + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency are different problems." + "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated issues." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated." + "reason": "Qwen3-VL-Moe failure and buffer read errors for position_ids are not the same bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading; too different to treat as one duplicate." + "reason": "Both concern Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained error; they are different code paths." } ] }, @@ -15722,8 +15717,8 @@ ], "soft_pairs": [ "issue:39401|issue:46614", - "issue:43824|issue:44351", "issue:44038|issue:44222", + "issue:43824|issue:44351", "issue:43116|issue:45200", "issue:43122|issue:44779", "issue:42757|issue:44351", @@ -15738,197 +15733,203 @@ "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43976|issue:45446", - "issue:43066|issue:44779", "issue:42673|issue:45072", "issue:43611|issue:46002", + "issue:43066|issue:44779", "issue:44038|issue:45478", "issue:43116|issue:43493", "issue:44355|issue:46231", - "issue:45357|issue:45478", "issue:44625|issue:46002", - "issue:44610|issue:46909", + "issue:45357|issue:45478", "issue:45083|issue:45446", + "issue:44610|issue:46909", "issue:46726|issue:46981", "issue:44075|issue:44936" ], - "prepared_review_unit_hash": "88edf5d5cd6860171c000b9dbff6e97fd5975e23387fb428553ad8b49fd446bb", + "prepared_review_unit_hash": "f7e3f814f9cdf10daccff026e6ccb087553f0b8310f9dd57801a42006a4fa091", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35355, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, import, training, model, documentation, and environment issues. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue cleanly explains the cluster; issue:45278 is only the broadest umbrella for import-regression reports, but the rest of the items are largely unrelated.", + "summary": "This cluster is a mix of unrelated Transformers issues (imports, tokenizer regressions, model-specific bugs, docs, training/runtime problems). No soft pair looks like the same concrete bug or change, so I rejected them all.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading 4.57.0\u21925.5.0) and is the closest thing to a cluster representative, though the overall set is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the least-specific, broadest report in the set, but it is still not a good global canonical because the cluster does not share one root cause.", + "best_issue_reason": "issue:45278 is the most representative single issue because it captures the broad version-regression/import-breakage theme better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is a Qwen3 offset_mapping regression and the other is a Wav2Vec2 phonemizer backend state bug; different code paths." + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer backend state; different code paths and symptoms." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and likely unrelated fixes." + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; not the same underlying defect." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Same model family only at a very high level; one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior, so they are not the same change." + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different problems: example script multi-label output handling versus Gemma 4 mm_token_type_ids defaults." + "reason": "One is an example script returning empty multi-label results; the other is a Gemma 4 config defaulting issue. Different failure modes." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different implementation bugs." + "reason": "Both are tokenizer regressions in v5, but for different tokenizers and different incorrect outputs; too broad to merge." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Two separate import failures from different packages/modules; no shared underlying code path." + "reason": "Separate import failures from different packages and symbols; no clear shared code path." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "A dtype mismatch during evaluation is unrelated to incorrect outputs under pipeline parallelism." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel outputs." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script classification output bug are different failures." + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "One is a missing module import and the other is an error-message clarity issue in LayoutLMv3; not duplicates." + "reason": "Missing transformers.onnx and a LayoutLMv3 validation error-message issue are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Dependency/backend packaging issue versus a Python 3.14 loading failure; different root causes." + "reason": "Install-time backend omission vs Python 3.14 load failure; different platform/setup problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 HF/JAX discrepancy versus Qwen3_5 infinite-loop behavior." + "reason": "Different models and different issues: SigLIP2 JAX parity vs a Qwen3_5 infinite-loop bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "One is a torch.compile attention-kernel branching bug; the other is a padding performance issue." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch versus import-time diagnostics printing; not the same bug." + "reason": "Doc parameter mismatch and auto_docstring stdout diagnostics are both documentation-related but not the same bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer language state are unrelated." + "reason": "A v5 tokenization-space behavior change is unrelated to stale phonemizer language state." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "General import-regression reports, but the concrete missing symbol and the broader update breakage are not the same underlying fix." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression; not clearly the same code-path issue." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-5 related, but one concerns GenerationConfig validation and the other RoPE implementation; distinct code paths." + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different defects." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility issue and a PyTorch version check bug are different environment guards." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but for different models and with different failure modes." + "reason": "Version-compatibility problems, but in different areas and with different checks." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to bfloat16 dtype mismatch in inference." + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix and NaNs in classification heads are separate issues." + "reason": "Model-loading with base_model_prefix and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and likely different code paths." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5/Qwen3-VL-Moe, but one is a 5.0-era bug and the other is a from_pretrained regression in newer versions; not one concrete fix." + "reason": "Both are Qwen3 MoE-related, but they concern different variants and different failure modes (general bug vs from_pretrained error)." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example-script classification output bug vs SigLIP2 implementation mismatch; unrelated." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file loading errors are unrelated to a documentation typo." + "reason": "Compiled Python import/runtime errors and a documentation parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug and NaNs in classification heads are different problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is save_pretrained key handling and the other is from_pretrained loading; different bugs." + "reason": "Both are Qwen3.5 model-loading/saving issues, but one is incorrect saved visual encoder keys and the other is a from_pretrained error." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Config propagation of num_labels and NaNs on init/checkout are different failures." + "reason": "Unexpected feat-length helper behavior in qwen3_omni_moe is unrelated to an AuxRequest import version check." }, { "left": "issue:44610", @@ -15936,23 +15937,17 @@ "accept": false, "reason": "Processor input-size mismatch and a broken documentation example are not the same issue." }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Helper-function length calculation in qwen3_omni_moe is unrelated to the flex_attention version-check bug." - }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both are AutoProcessor-related, but one is missing-vision-backend handling and the other is retry behavior on HTTP 429; different code paths." + "reason": "Missing-vision-backend handling and repeated HTTP 429 retries are both AutoProcessor-related, but they are different failure modes." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and train-then-evaluate failure are separate trainer/optimizer bugs." + "reason": "SGD args being ignored and trainer.evaluate() failing after train() are unrelated training issues." } ] }, @@ -15999,13 +15994,14 @@ "issue:44263", "issue:44291", "issue:44380", + "issue:44410", "issue:44466", "issue:44704", "issue:44779", - "issue:44977", "issue:44995", "issue:45071", "issue:45092", + "issue:45310", "issue:45405", "issue:45446", "issue:45563", @@ -16034,222 +16030,222 @@ "issue:28348|issue:46640", "issue:44995|issue:46697", "issue:42673|issue:42796", - "issue:44263|issue:46762", "issue:43827|issue:45446", + "issue:44263|issue:46762", "issue:45092|issue:46762", "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:43937|issue:45563", "issue:42222|issue:43441", "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:42222|issue:47000", "issue:42673|issue:46655", + "issue:43937|issue:45563", "issue:45405|issue:45446", "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44380|issue:46077", - "issue:43937|issue:44977", "issue:44466|issue:46002", - "issue:39401|issue:44779" + "issue:39401|issue:44779", + "issue:44410|issue:45310" ], - "prepared_review_unit_hash": "e40515dcd41bf390f90aef3ba9047115e31fb9e8601fb706ae3953b05bf8ef81", + "prepared_review_unit_hash": "218b183dd2c1f403ae509b894b0692b2bf3d9c51c03612383e0dd9250acfe4d6", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35473, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft pairs span unrelated tokenizer, generation, attention, training, processor, and model-export bugs. None of the candidate edges look like true duplicates of the same concrete fix path, so I would not collapse the cluster into a single canonical duplicate.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This is a loose cluster of mostly unrelated Transformers issues that happen to share v5/tokenizer/attention themes. The soft pairs point to different models, APIs, or failure modes, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45071 is the broadest, most cross-cutting regression in the set: a clear v5 API/type-checking break with wider applicability than the model-specific reports, making it the best cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the broadest umbrella item in the set (Flash Attention 2), but it is still too vague to serve as a true duplicate canonical for this mostly unrelated cluster.", + "best_issue_reason": "issue:45071 is the strongest representative issue overall because it describes a version-wide regression rather than a narrow model bug, and it has a clean, actionable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 control behavior and a missing image-processor method are different bugs in different subsystems." + "reason": "TF32 settings control vs a missing image-processor method; different subsystems and failure modes." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field issues, but they affect different models and different attributes, so they are not the same bug." + "reason": "CLIP attentions assignment issue vs VideoPrism hidden_states mismatch; unrelated models and outputs." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label behavior and a pipeline error-message regression are unrelated." + "reason": "Empty multi-label classification results vs pipeline translation messaging/docs regression; different code paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained flows, but one misses model weights and the other forwards kwargs to cached_file; different code paths." + "reason": "UMT5 weight loading bug vs AutoProcessor kwarg forwarding; different components and symptoms." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder typing and a model accuracy regression are not the same underlying issue." + "reason": "Tokenizer decoder type regression vs DeepSeek accuracy regression; not the same bug or code path." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "A stale phonemizer backend state bug is unrelated to apply_chat_template crashing on an empty list." + "reason": "Stale phonemizer language state vs empty chat-template IndexError; unrelated functionality." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "One is a GPT-2 flash-attention support request; the other is only a vague flash-attention issue, not the same concrete change." + "reason": "Specific GPT2 FlashAttention 2 support request vs a vague Flash Attention issue; too different and too underspecified." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache on second forward pass and image over-padding are unrelated." + "reason": "GlmMoeDsa stale cache crash vs Swin2SR over-padding; different model families and bug types." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in threaded loading and tokenizer BPE-marker handling are different bugs." + "reason": "VRAM leak in multithreaded generation vs tokenizer BPE marker handling; unrelated areas." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A torch.split return-value issue in one indexer is not the same as Minimax attention numerical drift." + "reason": "Docs still referencing pipeline() vs a PyTorch version check bug in flex_attention; unrelated changes." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Docs still referencing pipeline() and a bad PyTorch version check in flex_attention are unrelated." + "reason": "GlmMoeDsaIndexer tensor-split handling vs Minimax attention numerical differences; different concrete failures." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for old checkpoints is unrelated to attention numerical differences." + "reason": "Meta-initialization incompatibility for remote-code checkpoints vs attention output differences; unrelated bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer problems, but one is a loading regression and the other is wrong offset mappings for a specific model." + "reason": "Tokenizer loading regression vs wrong offset_mapping; both tokenizer-related, but not the same underlying defect." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training-time optimizer state corruption and generation cache loss are distinct failures." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate() are different issues." + "reason": "FSDP2/PEFT optimizer-state mismatch vs missing generation cache in chunked_prefill; training vs inference paths." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure do not share the same bug." + "reason": "Broken vitpose models vs Ministral-3 FlashAttention failure; different model families and root causes." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "An import error for a missing class and retry behavior on HTTP 429 are unrelated." + "reason": "Missing Qwen2_5_VL import vs repeated 429 retries in AutoProcessor; unrelated network/loading behavior." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and an inefficient pad conversion path are different problems." + "reason": "Generation cache bug vs a padding performance issue; not the same code path." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "vitpose breakage vs RTDetrLoss infeasible cost matrix; unrelated models and errors." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "A VRAM leak in threaded loading and a video-processor padding bug are not the same bug." + "reason": "VRAM leak in dataloader threads vs video padding calculation bug; different components." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; both generation-related but different defects." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump to unreleased PEFT and an incorrect version check in flex_attention are unrelated." + "reason": "PEFT version pin issue vs flex_attention import version check; unrelated dependency/version problems." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage and apply_chat_template empty-list crash are unrelated." + "reason": "vitpose model breakage vs empty-list chat template crash; unrelated areas." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 compatibility problems, but one is an unexpected init argument and the other is a PretrainedConfig type-checking break; not the same fix." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs PretrainedConfig type checking; both v5-related but distinct API breakages." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention AttributeError on sink-less models are unrelated." + "reason": "Tokenizer mapping None handling vs flash_attention s_aux AttributeError; different subsystems." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both touch attention behavior, but one is backend scaling config being ignored and the other is causal-mask construction for a different model." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "Invalid generation config and DeepSeek tokenizer regression are different code paths." + "reason": "GPT2 attention scaling ignored under backend kernels vs Gemma4 bidirectional mask bug; both attention issues but different models and mechanisms." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights and NaNs after checkout/init are unrelated." + "reason": "lm_head serialization inconsistency vs NaNs in classification heads; unrelated failures." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and failure modes." + "reason": "Wrong Qwen3 offset_mapping vs DeepSeek tokenizer incorrect results; similar theme, but distinct model-specific tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error; different model versions and failure modes." } ] }, @@ -16299,6 +16295,7 @@ "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", "issue:45081", "issue:45216", @@ -16322,7 +16319,7 @@ "issue:46981" ], "soft_pairs": [ - "issue:44410|issue:45310", + "issue:43937|issue:44977", "issue:43450|issue:43986", "issue:45071|issue:46512", "issue:45341|issue:46328", @@ -16336,193 +16333,193 @@ "issue:43122|issue:46298", "issue:45362|issue:46328", "issue:42222|issue:46178", - "issue:39401|issue:46209", "issue:44877|issue:46231", + "issue:39401|issue:46209", "issue:44484|issue:45310", - "issue:43937|issue:44496", "issue:42371|issue:44261", + "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:44933|issue:45278", "issue:44410|issue:45478", "issue:42371|issue:46617", "issue:44075|issue:45656", "issue:38617|issue:44220", - "issue:43208|issue:46894", "issue:43066|issue:43122", + "issue:43208|issue:46894", "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "29ad13aee0b056c59646c7d25edd2efe17524df10026f11db3558b863f554e10", + "prepared_review_unit_hash": "80a043c86b15772b9a6b35d23527fe63a89faf60b4d017e914d8e45df2de7e06", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35151, - "estimated_input_tokens": 8788, - "estimated_eval_tokens": 17832 + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bugs across tokenizers, model loading, config validation, training, testing utilities, and docs. None of the soft pairs look like the same underlying fix, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is too heterogeneous, with no clear duplicate chain across the items.", + "summary": "This cluster is mostly heterogeneous. A few items are import/tokenizer regressions, but the soft pairs generally point to different code paths or different model-specific failures, so almost all should stay separate.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set and best matches the import-regression subgroup, but the cluster overall is too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest user-facing regression in the set (many import errors after upgrading), so it is the closest thing to a representative issue, though it is still not a true duplicate anchor.", + "best_issue_reason": "45278 is the most suitable global representative because it describes the widest user-facing regression pattern among the candidates, even though it does not unify most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Different Qwen3 bugs: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained failure." + "reason": "Different models and failure modes: invalid GenerationConfig vs flash-attention generation behavior." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is a batched video processor shape bug; the other is an AutoProcessor crash without torchvision." + "reason": "One is a batched video-shape bug; the other is an AutoProcessor crash without torchvision." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regression in PreTrainedConfig is unrelated to stale config.dtype after from_config()." + "reason": "Type-checking regression and stale config dtype are related to config handling, but not the same concrete bug." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils bug vs SequenceFeatureExtractor.pad performance issue; different code paths and symptoms." + "reason": "Testing-utils note versus a SequenceFeatureExtractor.pad performance issue; unrelated symptoms and code paths." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utils, but one is a small bug and the other is an xdist file race." + "reason": "Both touch testing utils, but one is unspecified and the other is a specific xdist race on captured_info.txt." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache path collision for trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor." + "reason": "Cache-path collision and repeated 429 retries are different request/cache behaviors." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and a Qwen3.5 save_pretrained regression are different problems." + "reason": "Degenerate training with flash_attention_3 is not the same as save_pretrained checkpoint corruption." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch crash." + "reason": "Tokenizer mapping None handling and Mistral regex patching are separate tokenizer-loading bugs." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing-utils bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3 is unrelated to the MobileLLM-125M loading KeyError." + "reason": "Model-type warning in SAM3 is unrelated to a MobileLLM config-loading key error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different underlying causes." + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression is unrelated to a noisy logging message." + "reason": "Tokenizer output changes and a noisy logging message are unrelated." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen chat crash and padding inefficiency are different issues in different subsystems." + "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to a padding performance issue." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage and BACKENDS_MAPPING validation are unrelated backend/model-loading failures." + "reason": "Broken vitpose model loading and unsupported tensorflow_text backend are different loader failures." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Qwen3 offset_mapping bug and FP8 inference failure on B200 are unrelated." + "reason": "Strict config loading and a docs parameter mismatch are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a docs parameter-name mismatch." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are separate subsystems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Shard-size default behavior and Qwen3.5 MoE from_pretrained loading are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Invalid GenerationConfig in GLM-5 and unrecognized Olmo-Hybrid model config are distinct failures." + "reason": "TF32 settings guidance and MLA rms_norm_eps precision handling are different issues." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "TF32 API guidance and MLA layernorm precision error do not share the same bug." + "reason": "GenerationConfig validation and unrecognized model config are different model-loading problems." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical issues, but they affect different model components and likely different fixes." + "reason": "Both involve numerics, but one is a missing config epsilon and the other is a Minimax attention reference mismatch." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific image_utils import issue is not the same as a broad multi-import regression." + "reason": "The latter is a broad import-regression report, but not enough evidence shows it is the same specific missing import from image_utils." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "TF32 configuration guidance is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer stepping twice with deepspeed are different optimizer bugs." + "reason": "SGD args ignored and deepspeed double optimizer-step are distinct optimizer bugs." }, { "left": "issue:38617", @@ -16531,22 +16528,22 @@ "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model-specific issues." + "reason": "Both are tokenizer-related, but one is decoder-type metadata and the other is actual tokenization drift; not the same bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Tokenizer decoder-type regression and version-to-version tokenization differences are related broadly, but not the same concrete bug." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated training issues." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split() return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "A torch.split indexing bug and GLM-5 RoPE implementation discussion are different code paths." } ] }, @@ -16626,10 +16623,10 @@ "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44484|issue:45478", "issue:27957|issue:43352", "issue:43441|issue:44829", "issue:43012|issue:43577", + "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43874|issue:44261", @@ -16649,18 +16646,18 @@ "issue:44410|issue:45375", "issue:43986|issue:45372", "issue:43097|issue:46050", - "issue:44038|issue:44410", "issue:38617|issue:42757", + "issue:44038|issue:44410", "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "d8628484731d552c21eb48707477ba52927b86a67303beb06fc78d2b48708e40", + "prepared_review_unit_hash": "22061149a2eeae469fe0e06382c027bc8fa7ea8407ab607ea751aca601bb5f41", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, @@ -16675,8 +16672,8 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, import, FlashAttention, tokenizer, config, and training bugs. All soft duplicate suggestions are false positives.", - "confidence": 0.98, + "summary": "This cluster does not look like one duplicate set; it mixes many unrelated bug reports that only share broad Transformers v5 / model-loading / multimodal themes. No soft edge is strong enough to merge.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16686,199 +16683,187 @@ "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different bugs: API/removal of tie_embeddings vs position-id key warnings." + "reason": "One is about a removed config API; the other is a position-id key mismatch. Different failure modes." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Unrelated areas: patchtsmixer post_init validation vs AutoProcessor 429 retry behavior." + "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug." + "reason": "Chunked-prefill cache handling is unrelated to a testing_utils bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is general request rejection and the other is a Qwen3.5 streaming-specific failure." + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific Qwen model." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3 problems: weight-shape mismatch vs missing attention projections." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-specific issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PretrainedConfig type checking." + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression is unrelated to the TensorFlow/tensorboard backend error." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "max_shard_size question is unrelated to a Qwen3.5-Moe from_pretrained error." + "reason": "A type-checking regression is not the same bug as the TensorBoard-without-TF backend crash." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Different models and failures: XLM-R flash attention support vs NemotronH FA2 support." + "reason": "Both mention Flash Attention 2, but they affect different models and likely different code paths." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but one is model loading and the other is degenerate training with FA3." + "reason": "One is a model support/error path for FlashAttention; the other is a training-quality regression with FlashAttention 3." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Precision warning during compile is not the same as Blip2 submodules staying float32 on load." + "reason": "A precision warning during compilation is not the same as incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size question is unrelated to the Qwen3.5-Moe from_pretrained error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Distinct code paths: torch.split behavior in a DSA indexer vs DeepSeek-V4 comb dtype/transpose." + "reason": "Different GLM/DeepSeek internals and different tensor-shape operations; not the same bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "ReLU omission in the DSA indexer is unrelated to DeepSeek-V4 tensor conversion." + "reason": "A missing ReLU in one indexer is unrelated to the DeepSeek tensor transpose issue." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image-patch count method missing vs rms_norm_eps/config precision issue." + "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal/model-config bugs." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Related model family, but different concrete failures and no shared code-path evidence." + "reason": "Same broad Qwen3-VL area, but weight mismatch and a generic Qwen3-VL-Moe bug are not the same code-path problem." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings API is unrelated to gguf_file loading breakage." + "reason": "Removed tie_embeddings API and gguf_file tokenizer/model loading are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor crash without torchvision is unrelated to testing_utils." + "reason": "Video AutoProcessor crash without torchvision has nothing to do with testing_utils." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." + "reason": "sys.modules access bug and testing_utils bug are unrelated implementation areas." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both are loading/caching/network-related, but offline cache failure and 429 retry behavior are different bugs." + "reason": "Offline cache loading failure and repeated 429 retries are both networking-related, but not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "rms_norm_eps precision problem is not the same as GLM-5 RoPE implementation." + "reason": "Both mention model internals, but one is a missing eps config and the other is a RoPE implementation issue." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on a specific image vs memory overflow in sam3-litetext." + "reason": "Different multimodal models and different symptoms: infinite loop vs memory overflow." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to testing_utils." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as physical-intelligence/fast loading failure." + "reason": "A tokenizer mapping None bug is not the same as the physical-intelligence/fast loading failure." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "tie_embeddings removal is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Removed API behavior and flash_attention.py s_aux=None crash are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to partial-batch MaskGenerationPipeline dropping results." + "reason": "Both touch runtime flow, but cache handling in GenerationMixin and MaskGenerationPipeline partial-batch handling are different bugs." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different model families and failures: DeepseekV3MoE divergence vs DeepSeek-V4 tensor handling." + "reason": "Different DeepSeek model generations and different numerical issues; not mergeable as one fix." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "ImageProcessor patch counting bug is unrelated to torch.split return handling." + "reason": "Same GLM family, but one is an image-processor method gap and the other is a DSA indexer tensor-split issue." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Qwen3next missing projections and Qwen3_5MoeVisionConfig field dropping are different config/model issues." + "reason": "Qwen3Next layer projections and Qwen3.5MoeVisionConfig field loss are different model/config bugs." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision crash is unrelated to mistral_common ReasoningEffort import failure." + "reason": "Missing torchvision dependency handling and a mistral_common import error are unrelated." }, { - "left": "issue:43097", + "left": "issue:45753", "right": "issue:46050", "accept": false, - "reason": "API removal in config handling is unrelated to sinq quantization save/load breakage." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen3-family, but they describe different missing-parameter bugs with no shared concrete code path." + "reason": "An image-specific infinite loop is not the same as a quantized model save/load breakage." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Separate import errors from different modules: transformers.configuration_utils vs huggingface_hub." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Both are ImportError reports, but from different modules and different missing symbols." } ] }, @@ -16957,10 +16942,10 @@ "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:42890|issue:46298", - "issue:43097|issue:43873", "issue:38617|issue:44351", - "issue:44062|issue:44117", + "issue:43097|issue:43873", "issue:43012|issue:46821", + "issue:44062|issue:44117", "issue:44117|issue:46701", "issue:46172|issue:46710", "issue:43502|issue:43992", @@ -16974,11 +16959,11 @@ "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43825|issue:44655", - "issue:43208|issue:43550", "issue:43012|issue:44368", + "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:43352|issue:44380", + "issue:43352|issue:43976", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", @@ -16987,238 +16972,238 @@ "issue:44077|issue:46365", "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "12dc6ef4826ecc4fc3a1fa92286324f5b163c2e03645fedca2efa5228085569e", + "prepared_review_unit_hash": "c8c29df8b8d5a998ad732822763275d9024f1359d14529b1112a8afe949ba137", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37640, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated issues; none of the soft pairs look like the same underlying bug or change. I\u2019d treat the open quantization/offloading report as the best canonical issue in the set, but only as a representative, not a duplicate anchor.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43873 is the most substantial and active report here (highest discussion/inbound refs) and is a clear, actionable bug report.", + "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar Transformers issues, but they do not appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated areas (imports, model loading, quantization, processors, training, docs), so choosing one as the representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue overall because it has the broadest engagement and a well-scoped problem statement.", + "best_issue_reason": "No global best issue for the cluster. If forced, 43502 is a clear concrete bug report, but it does not unify the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different models and failures: xLSTM training bugs vs Florence2 training-loss shifting." + "reason": "Both mention training problems, but they are different models and different failure modes; not the same bug." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model/AutoProcessor import failure is unrelated to a save_pretrained shard-size question." + "reason": "One is an AutoProcessor/torchvision loading crash; the other is a save_pretrained shard-size question." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same component, but padding calculation and num_frames semantics are distinct bugs." + "reason": "Same model family, but padding calculation and num_frames semantics are distinct video-processor bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat-template crash are unrelated." + "reason": "A noisy logging message is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Missing set_seed in a test is unrelated to a logging message issue." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Removed config field guidance and quantization/offloading behavior are different problems." + "reason": "Seed-related test flakiness is unrelated to a generic logging issue." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and code paths." + "reason": "Both are import errors, but they concern different symbols and different releases." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer AddedToken construction bug is separate from TOKENIZER_MAPPING_NAMES returning None." + "reason": "A removed config argument and quantization/offloading behavior are not the same code-path problem." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "bfloat16 compile warning is unrelated to a TimesFM window_size AttributeError." + "reason": "A bfloat16 precision warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different loader/tokenizer bugs." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug does not match the pipeline failure described here." + "reason": "A tokenizer mapping issue is not the same as an image-text pipeline failure." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A DeepSeek tensor operation bug is not the same as an accuracy regression after upgrade." + "reason": "Different model-specific issues: one is a tensor conversion/transpose bug, the other is an accuracy regression after upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve loading, but one is network access control and the other is missing encoder weights." + "reason": "local_files_only network leakage and missing embed_tokens.weight are both loading issues but not the same underlying defect." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate failure after train is unrelated to importing Trainer with datasets installed." + "reason": "Trainer.evaluate failing after train is unrelated to being unable to import Trainer because of datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are unrelated." + "reason": "AutoProcessor kwarg forwarding and auto_docstring crashes are different subsystems and different failures." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is different from cache lazy-init recompilation." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is not the same as an invalid BACKENDS_MAPPING backend." + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are different compatibility issues." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video-model import handling and a notebook syntax error are unrelated." + "reason": "AutoProcessor/torchvision loading and a notebook syntax error are unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop image bug are different failures." + "reason": "Dequantized model save failures and infinite-loop generation are different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but dequantized model save failure and pipeline object save failure are different code paths." + "reason": "Both involve saving, but one is about dequantized models and the other about Pipeline.save_pretrained." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch precision warning is not the same as a torch.compile SDPA model failure." + "reason": "A compile-time bfloat16 warning is unrelated to Bamba SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class leakage into dir(transformers) is unrelated to a logging message." + "reason": "Left is dummy class cleanup/check_repo leakage; right is just a noisy logging message." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task support messaging and pipeline save_pretrained are unrelated." + "reason": "A pipeline error message about translation support is unrelated to saving Pipeline objects." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM training-size bugs are unrelated to Bamba compile/SDPA failures." + "reason": "These are both warnings, but they concern different configs and different model behaviors." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Compile-time bfloat16 warning is unrelated to tie_word_embeddings config guidance." + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model-specific issues." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight on load is unrelated to max_shard_size defaults." + "reason": "A missing weight on load and a shard-size default question are not the same bug." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "Model-specific Flash Attention support and Python version incompatibility are different issues." + "reason": "Flash Attention 2 unsupported for NemotronH and GPT2 attention scaling under SDPA are unrelated." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "Unsupported FlashAttention 2.0 for a model is not the same as attention scaling being ignored." + "reason": "Flash Attention support and Python-version compatibility are different issues." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type regression and an isolated reproduction of another issue are not duplicates." + "reason": "Tokenizer decoder type and a reproduction of another issue are not the same underlying defect." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API and a noisy logging message are unrelated." + "reason": "Removed config behavior and noisy logging are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription handling is unrelated to importing Trainer." + "reason": "Whisper empty-transcription failure and Trainer import failure are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." + "reason": "ESM2 breakage and deepseek tensor conversion bug are different model-specific failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling config loss under backend selection is not the same as register behavior changes." + "reason": "Attention scaling being ignored is unrelated to AttentionInterface.register changing the registered function's behavior." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue." + "reason": "patchtsmixer post_init validation and Trainer import failure are different issues." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen/MoE, but save_pretrained FP8 and from_pretrained loading errors are different concrete bugs." + "reason": "Both involve MoE models and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." } ] }, @@ -17235,7 +17220,7 @@ "component_count": 26, "review_unit_index": 56, "review_unit_count": 61, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -17267,6 +17252,7 @@ "issue:43761", "issue:43824", "issue:43867", + "issue:43901", "issue:43937", "issue:43976", "issue:44038", @@ -17285,7 +17271,6 @@ "issue:45276", "issue:45290", "issue:45479", - "issue:46050", "issue:46077", "issue:46082", "issue:46365", @@ -17304,19 +17289,19 @@ "issue:43208|issue:43526", "issue:43756|issue:44485", "issue:43618|issue:43761", - "issue:42994|issue:44655", - "issue:45276|issue:46077", "issue:36010|issue:42757", + "issue:45276|issue:46077", "issue:43299|issue:43867", + "issue:42994|issue:44655", "issue:44625|issue:46365", "issue:44483|issue:45290", "issue:44038|issue:44230", "issue:36683|issue:43475", - "issue:43611|issue:44655", "issue:43352|issue:43937", "issue:44355|issue:46877", - "issue:44655|issue:46050", + "issue:43611|issue:44655", "issue:44625|issue:46077", + "issue:43901|issue:44655", "issue:36683|issue:44077", "issue:43976|issue:44938", "issue:43867|issue:45216", @@ -17327,241 +17312,28 @@ "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "475fe931104149db7aa60afce29b9ceb9481b5817c820533bb0804e9bea463ca", + "prepared_review_unit_hash": "03b3a0d632dcd283dd5e7bcfdf83a51b722c27f0b5534cc03bad5e06c507e765", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37689, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "The cluster is a grab bag of unrelated Transformers issues that mostly share superficial keywords like import errors, save/load, or model/config regressions. None of the soft pairs look like the same underlying bug or change, so all candidate edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the closest thing to a representative item because it is a concrete, version-bounded regression around save_pretrained; but the overall set is too heterogeneous to have a strong canonical issue.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue: it has a specific failure mode, a clear regression boundary, and a focused code path, unlike most other items in the set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different bugs: Gemma3 config missing vocab_size vs Apple Silicon allocator warmup TypeError." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Different areas: attention scaling ignored in GPT-2 backends vs degenerate zero loss in sequence classification." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Unrelated packaging/import problems: extras backend missing TensorFlow vs Trainer import breaking with datasets installed." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Different code paths: distributed optimizer state corruption vs GPT-2 attention scaling backend behavior." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Different warnings with different triggers: local path import warning vs bfloat16 compilation precision warning." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "API request validation problem vs chat template crash on batched input; not the same bug." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "Both mention attention, but one is a CLIP output field regression and the other is backend-specific scaling behavior." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "ImportError for a removed utility vs unwanted API calls despite local_files_only=True." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "Different subsystems entirely: xLSTM training bugs vs Beit image processor label reduction." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "RoPE-related titles only; one is a Smollm3 model bug and the other is a GLM-5 discussion, not the same concrete issue." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not enough evidence of one underlying bug." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Both involve saving, but quantized model save failure and Pipeline save_pretrained failure are distinct problems." - }, - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Different Gemma4 bugs: embedding resize propagation vs bidirectional attention mask construction." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Different import failures from different modules and symbols." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Different model loading failures: Qwen3VL MoE loading regression vs state_dict ordering issue." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to the Trainer import issue." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Both are chat-related, but one is a server API request issue and the other is a tokenizer/template crash." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Same model family, but one is a loading bug and the other is an fp8 inference support request." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Different missing-attribute bugs on different model families and different config/output objects." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "Model loading with base_model_prefix and Pipeline saving are separate code paths." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Different failures: Flash Attention support gate vs invalid GenerationConfig." - }, - { - "left": "issue:44355", - "right": "issue:46877", - "accept": false, - "reason": "Both touch import-time behavior, but compiled-file execution errors and docstring lint output are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:46050", - "accept": false, - "reason": "Both mention save_pretrained, but one is Pipeline serialization and the other is sinq quantization persistence." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Different config bugs in different models: Qwen3.5 labels vs Gemma4 bidirectional attention." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Different config issues on unrelated model families." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both are Python-version compatibility complaints, but they concern different versions and likely different causes." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Different checkpoint issues: sorted state_dict loading vs incorrect saved checkpoint content." - }, - { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "Unrelated model config problems: Gemma4 attention masking vs LlamaConfig head_dim validation." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Different models and symptoms: CLIP output regression vs Qwen3.5 save_pretrained regression." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing config attributes, but on different models and different fields." - }, - { - "left": "issue:36683", - "right": "issue:44625", - "accept": false, - "reason": "Different config propagation bugs on different model families." - }, - { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to the tensor-parallel training issue." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same bug." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17642,8 +17414,8 @@ "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", - "issue:42890|issue:45561", "issue:43867|issue:45375", + "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:36296|issue:43575", "issue:41669|issue:44246", @@ -17662,206 +17434,215 @@ "issue:44734|issue:46617", "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "29868d1f9c53eff1735127a4b9f9a4e1937f3f20987d9571a9d215845e41bc07", + "prepared_review_unit_hash": "d19357d250d55f8d84b11e9710573dc720d4d6d65c3ada5d2c498583d79a8b06", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36058, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with one strong duplicate pair around slow `import transformers`. I would keep the import-slow regression issue as the canonical item.", - "confidence": 0.81, - "canonical_issue_reason": "issue:41669 is the clearest, most specific import-performance report: it identifies the regression source (`import *` usage in models), quantifies the impact, and already has inbound reference activity.", + "summary": "The cluster is not a true duplicate set; it mixes many unrelated bugs and regressions across loading, training, tokenizer, import-time, and model-specific behaviors. No soft pair is close enough to merge as the same underlying change or defect.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring upgrade/regression theme and best captures the general v5 breakage context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue because it states the concrete root cause and symptom for the import-time slowdown, making it the most actionable anchor for the cluster.", + "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is general enough to represent the shared version-regression pattern, even though most members are not actual duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different problems: cache/update no-grad decoration vs broad import errors after upgrading." + "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad report of many import errors after upgrading versions." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Unrelated: optimizer arguments being ignored vs Trainer import failing due to `datasets`." + "reason": "SGD optimizer args not being used is unrelated to a Trainer import failure involving datasets." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Different subsystems: scheduler kwargs vs Qwen3.5 variable-length position ids." + "reason": "Scheduler kwargs being ignored is a different code path from Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different model-loading failures with no clear shared code path." + "reason": "A missing embed_tokens.weight in UMT5Encoder is not the same defect as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are vision/detection-related, but they describe different concrete bugs in different models/losses." + "reason": "Qwen3-VL bbox output issues are unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python-version load failure vs `PretrainedConfig` type-checking regression; not the same bug." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regressions." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart `generate()` mask bug is unrelated to tokenizer loading regression." + "reason": "Bart generate() decoder_attention_mask misuse is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve import/runtime errors, but one is compiled-file execution and the other is a specific `torch.jit.script` parsing failure." + "reason": "Compiled Python file errors and a Python 3.13 decorator-parsing IndentationError are different import-time failures." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict sorting/load error and Gemma pipeline roundtrip issue are different failures." + "reason": "Sorted state_dict loading failure is not the same as Gemma pipeline roundtrip tokenization issues." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config attribute error is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Missing vocab_size on Gemma3Config is unrelated to wrong optimizer state/params under FSDP2+PEFT." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Test flakiness from missing seeds is not the same as xdist file-write races." + "reason": "State_dict loading order problems are not the same as a missing deepstack_visual_indexes config field." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Different Qwen/Gemma loading and config-schema problems." + "reason": "Flaky set_seed coverage in SamHQ tests is different from an xdist race on captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific cache-layer no-grad bug vs generic post-v5 breakage complaint." + "reason": "A targeted no_grad decorator change is not the same as a broad complaint that v5 breaks too many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a specific model." + "reason": "Tensor-parallel training bugs are not the same as an OOM while loading a specific Qwen2 model with tp." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying issue: `import transformers` is slow; 41669 identifies the likely root cause and 44246 reports the same symptom." + "accept": false, + "reason": "Import-* cleanup causing import slowdown is not clearly the same as intermittent import-transformers slowness." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to patchtsmixer post_init eligibility." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Missing no_grad on cache updates is unrelated to Python-version compatibility failures." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different save/load key mismatches for different models." + "reason": "Loading a sorted state_dict is not the same bug as saving incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and different from_pretrained failures." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency error is unrelated to tokenizer-loading regression." + "reason": "Missing PyTorch import dependency is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is a missing `attentions` assignment and the other is a class-structure inconsistency." + "reason": "CLIPOutput attentions not being assigned is unrelated to CLIPTextModel structural inconsistency." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different model implementation concerns: DSA indexer activation vs DeepSeekV3MoE parity." + "reason": "A DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Unrelated test-seeding issue vs model-loading failure for Phi-4 multimodal." + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal-instruct." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but the causes are different." + "reason": "SamHQ set_seed flakiness is not the same as GraniteSpeech CI device-override failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing seeds in tests is unrelated to stale auto-mappings referencing removed configs." + "reason": "Test seeding issues are unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading API requests vs tokenizer `AddedToken` keyword collision are different bugs." + "reason": "Local-files-only API leakage is unrelated to AddedToken special-argument duplication." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior change is unrelated to video processor frame-count semantics." + "reason": "Tokenization-space cleanup semantics and SmolVLM num_frames meaning are different behavior changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing crash is unrelated to cache loading `FileNotFoundError`." + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading after v5, but one is tokenizer loading and the other is checkpoint reload compatibility; not enough evidence of the same bug." + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility from v4.57 are related only broadly, not the same concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted duplicate pair, issue:41669 with issue:44246, is well supported by the titles and shared slowdown symptom. The other soft-edge rejections are phrased cautiously and do not overclaim shared root causes." - }, - "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 }, @@ -17943,8 +17724,8 @@ "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:43010|issue:43232", - "issue:46664|issue:46726", "issue:43827|issue:44961", + "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43299|issue:44556", @@ -17967,20 +17748,20 @@ "issue:44315|issue:46209", "issue:44222|issue:44230" ], - "prepared_review_unit_hash": "a2eab54e66023c374e8d4fc855f1a34af28e9c94aa7eb375401273f076b9890e", + "prepared_review_unit_hash": "b3a5f810d1fe6cbd056e0418212eca6f26bdc709dbf36762916d145c1dcb4633", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38292, + "serialized_chars": 38290, "estimated_input_tokens": 9573, "estimated_eval_tokens": 19402 }, @@ -17989,246 +17770,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers regression, import, loading, docs, or model-specific bugs. None of the soft pairs look like the same underlying issue closely enough to merge, so I would reject all candidate duplicate edges.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: it mixes import/export regressions, loading failures, tensor-parallel bugs, docs issues, and unrelated model-specific problems. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them as duplicates. If one issue must act as the representative, 43576 is the broadest and most central loading/v5 regression item.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43576 is the closest representative because it is the broadest and most connected v5 regression/loading item in the set, but the overall cluster is still too mixed to treat as a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 43576 is the broadest v5 regression report in the set, but the cluster is too mixed for it to serve as a true canonical duplicate target.", + "best_issue_reason": "issue:43576 is the best standalone representative: it is broad, central to the soft-similarity graph, and closest to the cluster's loading/import regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained/serialization vs tensor-parallel plan/model-loading; different failure modes and code paths." + "reason": "FP8 save_pretrained/moe and missing _tp_plan for tensor parallelism are different bugs." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing top-level class export vs cache/trust_remote_code FileNotFoundError; unrelated causes." + "reason": "Missing Qwen2.5-VL import and trust_remote_code cache FileNotFoundError are unrelated failure modes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation discussion; not the same bug." + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad behavior vs SAM3 dummy Conv2d; completely different subsystems." + "reason": "no_grad decoration on cache updates and dummy Conv2d in Sam3PixelDecoder are different code paths." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper vs cache load failure; different underlying problems." + "reason": "Missing multimodal-token helper and cache FileNotFoundError are not the same bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env CLI command vs AttentionInterface.register behavior change; not the same issue." + "reason": "Broken env command and AttentionInterface.register behavior are separate issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 OOM/memory regression vs checkpoint reload breakage after upgrade; distinct bugs." + "reason": "int4 OOM under v5 and checkpoint reload compatibility are different regressions." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + "reason": "MLflow reporting on failure and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan and the other is a from_pretrained error; too little evidence of one concrete bug." + "reason": "Both touch Qwen3.5-Moe, but one is tensor-parallel support and the other is from_pretrained loading; not the same concrete bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs slowdown during data filtering after upgrade; different symptoms and paths." + "reason": "Compiled-file runtime errors and slow filtering after upgrade are unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export failures." + "reason": "Different missing imports: PreTrainedModel vs HybridCache." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs docs confusion about model.forward arguments; unrelated." + "reason": "Sentence Transformers loading hang and forward-API docs confusion are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan issue vs missing config field silently dropped by strict validation; related model family, not same bug." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5-Moe config/model problems." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local_files_only network requests vs FP8 save_pretrained; different code paths." + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network leakage bug vs unrelated placeholder issue title; no shared underlying defect." + "reason": "local_files_only bug and an unrelated 'racoon' issue are not duplicates." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "No-grad decoration for cache updates vs generation kwargs handling after sync_gpus; unrelated generation internals." + "reason": "Cache update no_grad and generation kwargs after sync_gpus are different generation bugs." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Video num_frames semantics vs AutoProcessor backend-missing import message; different processor bugs." + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Docs still referencing pipeline() vs unrelated placeholder issue; not a duplicate." + "reason": "Video num_frames semantics and missing image backend handling are different processor issues." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting vs tensor-parallel training bug; unrelated." + "reason": "MLflow failure reporting and tensor parallel training are unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate UnboundLocalError vs documentation confusion; different artifact types and problems." + "reason": "Bart generate UnboundLocalError and docs confusion in model.forward are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL/Qwen3.5 MoE load regression vs checkpoint reload after version upgrade; both version-related, but not the same concrete failure." + "reason": "Both are v5 loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; similar theme, different model-specific bugs." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are separate issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors vs PretrainedConfig type checking regression; unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "Broken env command vs typing regression; no shared code path." - }, - { - "left": "issue:42757", - "right": "issue:43576", + "right": "issue:42757", "accept": false, - "reason": "huggingface_hub import issue vs transformers env command bug; different packages and failures." + "reason": "Broken env command and missing is_offline_mode import are different failures." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init application vs DSA indexer ReLU discussion; unrelated." + "reason": "Liger Kernel application under model_init and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion vs missing layer_type_validation import; different problem classes." + "reason": "Docs confusion and missing layer_type_validation import are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env regression vs missing model class export; not the same bug." + "reason": "Env command breakage and missing Qwen2.5-VL import are different issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title vs Gemma4 audio positional encoding bug; no relation." + "reason": "Unrelated model-specific issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs placeholder title; unrelated." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export vs cache FileNotFoundError; different root causes." + "reason": "HybridCache import failure and cache FileNotFoundError are not the same bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs text-classification docs mismatch; unrelated." + "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2.0 support error vs placeholder title; no overlap." + "reason": "Flash Attention 2 support and 'racoon' are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Env command broken in v5 vs Python 3.14 load failure; different issues." + "reason": "Env command breakage and Python 3.14 loading failure are different regressions." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3VisionEncoderOutput attribute error vs trust_remote_code cache loading failure; unrelated." + "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "kwargs passthrough bug vs attention-interface usage in RoFormer; related area, but not the same concrete defect." + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing top-level imports; same broad symptom, but not enough to treat as one bug." + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init issue vs FP8 inference failure on B200; different code paths." + "reason": "model_init Liger Kernel issue and FP8 inference on B200 are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; same buzzwords, different problems." + "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same bug." } ] }, @@ -18332,8 +18107,8 @@ "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44492|issue:46328", - "issue:44704|issue:44908", "issue:41669|issue:44351", + "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:43976|issue:46218", @@ -18343,20 +18118,20 @@ "issue:44315|issue:44829", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "4cf768a63b492611751e7c2fdd10ee3c2061375f5f19c364c96fe103f68149d6", + "prepared_review_unit_hash": "59a8fbaceca1837976fbbbf83919c7deadc1b7e6b833a1d68e5aad2c53e3f182", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39088, + "serialized_chars": 39087, "estimated_input_tokens": 9772, "estimated_eval_tokens": 19800 }, @@ -18365,252 +18140,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues around Transformers v5 regressions, model-specific bugs, and import/loading problems. No soft pair is close enough to be treated as the same underlying bug or change.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the v5 regression theme, but it is still too generic to represent a true duplicate cluster.", - "canonical_pr_reason": "No pull requests are present in the provided items.", - "best_issue_reason": "issue:45850 is the best overall representative because it captures the widest version-regression complaint, even though it is not a precise duplicate target.", - "best_pr_reason": "No pull requests are present, so there is no best PR candidate.", + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific bugs that only overlap thematically (imports, lazy loading, config, processors, cache, and model compatibility). I did not find any pair that clearly describes the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the best representative because it most clearly captures the broad v4.57->v5.5 regression pattern and the import-related breakages that recur across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global anchor: it is broad enough to represent the cluster\u2019s dominant regression theme while still being concrete about the failure class.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Same general v5 frustration, but one is a specific Qwen3.5 chat crash and the other is a broad umbrella complaint." + "reason": "Generic v5 breakage vs a specific Qwen3.5 chat crash; same theme, different failure." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Different cache-related topics: chunked_prefill cache handling vs a typo in cache strategy wording." + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; different code paths and symptoms." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Unrelated model areas: GLM-5 RoPE implementation vs SmolVLM video-frame semantics." + "reason": "GLM RoPE math issue vs SmolVLM video-frame handling; unrelated bugs." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both involve loading/import paths, but they are different bugs in different subsystems." + "reason": "Lazy-loading/import problem vs TensorFlow backend dependency error; not the same root cause." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is a specific missing-files bug in processor.save_pretrained; the other is a generic bug report with no clear overlap." + "reason": "Concrete processor.save_pretrained file bug vs a placeholder bug report; no duplicate evidence." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but the concrete failure modes are different." + "reason": "Both touch loading/import internals, but one is lazy loading and the other is unsafe sys.modules access." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "Completely different areas: DSA indexer behavior vs video processor frame handling." + "reason": "DSA-indexer discussion vs video processor padding; unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is a model-support bug and the other is tensor-parallel metadata." + "reason": "Qwen3-VL-MoE inference issue vs missing tensor-parallel plan; different problems." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance regression and cache-missing runtime bug are not the same code-path problem." + "reason": "Import-* performance cleanup vs generation cache missing; not the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different layers entirely: Qwen3-VL output behavior vs PretrainedConfig type checking." + "reason": "Bounding-box hallucination vs PretrainedConfig type-checking regression; different code paths." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL-family issues, but one is bbox output error and the other is an infinite loop on a specific image." + "reason": "Bounding-box output issue vs infinite-loop-on-image bug; distinct failures." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." + "reason": "Broken env command vs checkpoint reload incompatibility after upgrade; both v5-related but not duplicate." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4Config attribute error is not the same as a broad 'many models break' complaint." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 breakage claim." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad token field bug is model-specific, not the same as the generic v5 regression umbrella." + "reason": "Missing pad_token_idx in StableLmConfig is a separate config regression." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Related upgrade/reload symptoms, but the checkpoint compatibility context is different and not clearly the same bug." + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is unrelated to the broad v5 regression report." + "reason": "Cache-strategy typo vs broad model-breakage report; different issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General upgrade breakage overlaps in theme only; it is not the same concrete issue." + "reason": "Both are v5 regressions, but one is import-error specific and the other is a vague broad complaint; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache strategy typo are unrelated." + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "Different request types: FP8 support for Qwen3-VL/Qwen3.5 MoE vs a DeepSeekV4 weight conversion question." + "reason": "FP8 inference support request vs weight conversion question; different feature requests." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-related, but one is import-time slowdown and the other is a missing module import error." + "reason": "Import-* slowdown vs missing Qwen3_5 module import; related only at a very high level." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different models and different failures: model-type mismatch warning vs Liger Kernel not applied." + "reason": "Model-type mismatch warning vs Liger-kernel application with model_init; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern imports/loading, but one is intermittent slow import and the other is broken lazy loading." + "reason": "Slow import sometimes vs lazy loading not working properly; same area, but not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed calls is unrelated to scheduler kwargs handling." + "reason": "Missing set_seed in tests vs scheduler kwargs ignored; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Different bugs in different features: env CLI vs inverse_sqrt scheduler kwargs." + "reason": "Broken env command vs inverse_sqrt scheduler kwargs issue; different components." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention-2 support error is unrelated to Qwen3-VL bbox output hallucination." + "reason": "Nemotron Flash Attention 2 limitation vs Qwen3-VL bounding-box error; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression is unrelated to the Qwen3-VL output bug." + "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different problem classes." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression; unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer error does not match a generic bug report." + "reason": "position_ids buffer access error vs generic bug report; no duplicate signal." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained class mismatch is a distinct serializer bug, not the same as a generic report." + "reason": "tokenizer_class mismatch in save_pretrained vs generic bug report; no duplicate signal." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and feature-extractor padding conversion are unrelated." + "reason": "Cache-strategy typo vs NumPy conversion slowdown in SequenceFeatureExtractor.pad; unrelated." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Both mention kwargs, but they affect different APIs and different code paths." + "reason": "Import-* slowdown vs cannot import HybridCache; both import-related but not the same issue." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import performance regression is not the same as a missing HybridCache symbol." + "reason": "cached_file kwargs forwarding bug vs scheduler kwargs ignored; different code paths." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "No substantive overlap between import-star performance and a testing_utils bug." + "reason": "Import-* performance issue vs a small testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "A Python-version support issue is broader regression noise, not the same underlying bug." + "reason": "Python compatibility regression vs broad v5 breakage complaint; not duplicate." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support and missing module import errors are different failure classes." + "reason": "Python compatibility regression vs Qwen3_5 import failure; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied-weights list handling are unrelated." + "reason": "patchtsmixer post_init validation vs tied-weight key AttributeError; different bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are different issues." + "reason": "Documentation confusion vs tokenizer loading regression; one is docs-only, the other is functional." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI env command breakage and lazy loading failure only overlap at a very high level." + "reason": "Broken env command vs lazy-loading issue; different components." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor-related, but timestamp calculation and video padding are distinct bugs." + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding; different models and bugs." } ] }, @@ -18687,10 +18462,10 @@ "issue:44360|issue:45468", "issue:44273|issue:44908", "issue:45230|issue:45310", - "issue:44655|issue:44861", "issue:45468|issue:46894", "issue:43519|issue:44485", "issue:43576|issue:46218", + "issue:44655|issue:44861", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", @@ -18728,292 +18503,292 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "cb5a2f096d7f4f61484a67a85256ca265bb0b959728ccd57dfc03fcba51c539c", + "prepared_review_unit_hash": "56a39d9a8edfb1fa99e4cb2b106d4307ceb53df7015efee5130b49d123584b31", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39624, - "estimated_input_tokens": 9906, - "estimated_eval_tokens": 20068 + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft matches share broad themes, but none look like the same concrete bug or change. I would not merge any of the candidate pairs; 42913 is the best representative only because it is the clearest broad tokenizer-v5 regression report.", - "confidence": 0.79, - "canonical_issue_reason": "42913 is the broadest and clearest issue in the set, and the only plausible near-match is 43066; it is the best anchor if this cluster must be represented by one issue.", + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad themes like model loading, tokenizers, or version-5 regressions, but not the same underlying bug/change. I reject all soft edges and treat the set as non-duplicate issues rather than a single coherent duplicate cluster.", + "confidence": 0.87, + "canonical_issue_reason": "No exact canonical issue stands out; the set is too mixed. If forced to pick an umbrella, issue 45850 is the broadest v5-regression report, but it is too vague to be a reliable duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "42913 is the most descriptive user-facing report and the best general representative among otherwise unrelated issues.", + "best_issue_reason": "Issue 45850 is the closest broad representative of the cluster, but it is not a strong canonical because it is generic and the surrounding issues span unrelated code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different model/component areas: DSA indexer vs Gemma-4 audio positional encoding." + "reason": "Different topics: DSA indexer/ReLU discussion vs Gemma4 audio positional encoding bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading versus scheduler kwargs are unrelated failure modes." + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report does not match a specific Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects and tied-weight key handling are different code paths." + "reason": "Generic 'Bug report' is too vague to match the specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different model families and symptoms: Gemma-4 audio encoding vs CohereASR training loss shift." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift are different model failures." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are distinct bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Transformers env CLI breakage is unrelated to a Qwen3_5 import failure." + "reason": "Transformers env CLI breakage and Qwen3_5ForCausalLM import failure are not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and _get_tied_weight_keys list handling are separate save/load problems." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and inverse_sqrt scheduler kwargs do not share a code path." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/perf issue does not match a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about inputs differs from a Llama 3.2 model-loading regression." + "reason": "Documentation confusion about forward args is unrelated to Llama 3.2 vision model loading." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are separate implementation problems." + "reason": "Different model families and different failure modes." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE behavior." + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE logic." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek shared-expert gating and a comb transpose/dtype bug are different concrete issues." + "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network access and Qwen3VL timestamp calculation are unrelated." + "reason": "Local-files-only network access bug is unrelated to timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings and a dataloader-thread VRAM leak are not the same bug." + "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 breakage complaint does not specifically match a Qwen3_5 import error." + "reason": "Broad v5 regression complaint does not match a specific Qwen3_5 import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp computation and missing files in processor.save_pretrained are different failures." + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU-offload device mismatch and audio positional encoding are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models and DeepSeek-V4 weight conversion are not the same change." + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and VRAM leakage are unrelated symptoms." + "reason": "Timestamp math bug and multi-thread VRAM leak are not the same defect." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they are missing different symbols from different modules." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure involve different symbols." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron is unrelated to importing Qwen3_5ForCausalLM." + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a Qwen3_5 import error." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug; not clearly the same concrete issue." + "reason": "Both mention tokenizer v5, but the reported symptoms are not concrete duplicates." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2LMHeadModel Flash Attention support request is not the same as a generic Flash Attention 2.0 topic." + "reason": "GPT2LMHeadModel FlashAttention-2 support is too specific to merge with a generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an unrelated low-signal issue title share no concrete bug." + "reason": "Scheduler kwargs bug and an unrelated generic complaint are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo and a generic low-signal issue are not duplicates." + "reason": "Cache-strategy typo and 'Unemployment' are unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and a generic low-signal issue are unrelated." + "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A generic low-signal issue is not the same as broad v5 breakage." + "reason": "A placeholder issue is not the same as a broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 loading failure is unrelated to a generic low-signal issue." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + "reason": "Tied-weight key handling and chat template tool-call crashes are different bugs." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint load slowness and missing layer_type_validation import are unrelated." + "reason": "Slow from_pretrained checkpoint loading and an ImportError are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx and tied-weight key crashes are different configuration/model-save problems." + "reason": "Missing pad_token_idx and tied-weight key handling are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key list handling." + "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights AttributeError." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are different problems." + "reason": "FP8 inference support and missing processor save files are different issues." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and likely different fixes." + "reason": "Both mention FlashAttention 2.0, but they target different model classes and code paths." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to from_pretrained checkpoint slowness." + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on job failure and checkpoint loading performance are different issues." + "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness and tensor-parallel training bugs are not the same bug." + "reason": "Slow loading and tensor-parallel training bug are different failure modes." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward-argument documentation are unrelated." + "reason": "Performance loading issue and documentation confusion are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained failure are different feature/breakage reports." + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different requests." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are separate feature requests." + "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated implementation concerns." + "reason": "Mamba init_weights usage and RoFormer attention interface are different model implementation issues." } ] }, @@ -19059,100 +18834,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "770c8c78cc8e52be1473494a44abd6df8294f402b453d710733f3c6349d9f14d", + "prepared_review_unit_hash": "c6c832477bc337b748936b550a0697ffbdf2b3918258157d24ef8e43bdc1c8d9", "component_budget": { "node_count": 506, "item_count": 506, - "soft_pair_count": 1861, - "serialized_chars": 965513, - "estimated_input_tokens": 241379, - "estimated_eval_tokens": 483014 + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7775, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "serialized_chars": 7772, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains several unrelated bugs and one type-hint/typo issue across different models and subsystems. No single canonical issue or PR stands out.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated topics (norm behavior, ignore_value handling, kwargs propagation, type hints, typos, tokenizer warning, DeepSeek gating, RoFormer attention), so they are not the same underlying bug.", + "summary": "This cluster is heterogeneous: the issues cover unrelated models/components (norm layers, Mask2Former loss handling, ModernBERT config typing, tokenizer warnings, DeepSeek gating, RoFormer attention). I do not see a true duplicate group here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "None is a strong global representative because the cluster is heterogeneous; if forced, issue 42936 is a concrete self-contained bug report, but it does not unify the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Unrelated problems: a ModernBERT config type hint vs tokenizer regex warning behavior." + "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code-path bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value usage and kwargs propagation to loss functions are unrelated behaviors." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Different code paths: loss-function kwargs propagation vs RoFormer attention interface usage." + "reason": "Loss kwargs forwarding is not the same underlying problem as RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems and symptoms: segmentation loss config vs tokenizer warning regression." + "reason": "Mask2Former loss-option handling and tokenizer regex warnings affect different subsystems." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "No shared underlying bug; these concern different models and different implementation layers." + "reason": "No overlap in code path: segmentation loss handling vs RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss handling and a typo in a quantization attribute are unrelated." + "reason": "Mask2Former ignore_value bug and a typo in a quantization attribute name are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint bug in ModernBERTConfig is not the same as a typo in quantization code." + "reason": "Both are small correctness issues, but in different configs/modules and not the same bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and an incorrect config type hint are different kinds of issues." + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same fix." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig norm_eps typing." + "reason": "RMSNorm-vs-L2Norm question is about model implementation semantics, not a ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and bug classes; no shared concrete code-path problem." + "reason": "Mask2Former loss behavior and ModernBERT config typing are different artifacts and fixes." } ] }, @@ -19185,52 +18960,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c2fe418a88ac6a3a9dcbacc242f797d6255c0904363002830a5e08449378fc23", + "prepared_review_unit_hash": "d0189a0fb25da5358e9d669f271daf1fa632fea18fbfa5ab7e3283551742f456", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "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 closed issues are unrelated: tokenization truncation behavior, a ReduceLROnPlateau-style feature request, and Wav2Vec2 word boundary timestamps. They should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items describe different features/requests in different parts of the library.", + "summary": "The three issues are about unrelated topics: token truncation behavior in NLP, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. No duplicate cluster is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative had to be chosen, issue 10519 is the most technically specific and discussion-heavy, but it still does not represent the others.", + "best_issue_reason": "No single issue is a clear canonical representative because the items do not describe the same underlying problem; they are distinct feature requests/questions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problem domains: tokenizer truncation direction vs. Wav2Vec2 time offsets." + "reason": "Different domains and requests: truncation direction for tokenization vs word start/end offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation option vs. ReduceLROnPlateau-like scheduling behavior." + "reason": "Unrelated topics: token truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; one is about learning-rate scheduling, the other about word timestamp extraction." + "reason": "Different concrete problems: scheduler-like behavior vs Wav2Vec2 time-offset extraction." } ] }, @@ -19262,7 +19037,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "95d5c4a94b8695c0ce6a23d989c0acc670b337bb928a3807fe58c2040b3278ee", + "prepared_review_unit_hash": "e23a65404e3e1f16e84f8b3f6117e37e2843cf823eeb0616d8733aee3c736cb0", "component_budget": { "node_count": 3, "item_count": 3, @@ -19284,24 +19059,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is loosely about model loading/tokenization, but the issues describe different problems: one tokenizer discrepancy, one private-model auth/error-message issue, and one generic model-loading failure. I do not see a true duplicate set here.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #16618 is the broadest model-loading report, but the cluster is not a single duplicate bug because #15980 is specifically about private-model authentication and #13244 is about Tapas tokenization behavior.", + "summary": "No strong duplicate cluster here. The issues are about different parts of the system: tokenization, private-model authentication/error messaging, and a generic model-loading failure. Neither soft pair looks like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most broadly framed user-facing loading problem and is the closest representative of the cluster, but it is not clearly a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of the cluster\u2019s shared theme of model loading, but it is still not a clean canonical duplicate for the other issues.", + "best_issue_reason": "Issue #16618 is the best issue candidate by scope and prominence; the others are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer mismatch for Tapas is a different underlying problem from a failure to load bert-base-uncased." + "reason": "Tokenization mismatch vs. inability to load a model are different code paths and different failure modes; no evidence they describe the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error is not the same bug as a generic inability to load a public model." + "reason": "#15980 is specifically about a private model download/login error, while #16618 is a generic 'can't load bert-base-uncased' report; the scenarios and underlying bug are not clearly the same." } ] }, @@ -19331,12 +19106,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "9a3de37a3e401568baec5273f2b8c33e879ec84080137e0b9ce86cec111db10f", + "prepared_review_unit_hash": "dff0997a38bcb8ca9f5fa8bd107d006290c7621bc42dd1f41d5e195df677daaa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19344,7 +19119,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19353,7 +19128,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both community contribution requests, but they target different feature areas: Flash Attention 2 support vs. GGUF support. They are not duplicates and should remain separate.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but they target different feature areas and code paths.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19364,7 +19139,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying feature requests with different target architectures/format support; they do not describe the same bug or change." + "reason": "Different underlying requests (Flash Attention 2 vs GGUF support) with no indication they would be fixed by the same change; same broad subsystem/theme is not enough for a duplicate match." } ] }, @@ -19429,214 +19204,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "248e905d114ad4cb2b28f89b24b0c4f5a08e4c1c14ad3ab0d9a12b4d0cb6f72e", + "prepared_review_unit_hash": "4e95dded31a6e626a61e884d990ed93acf6a5fdab189d0df0e8dc463d23f27c0", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15977, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15977, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are i18n docs-translation requests, but they split into separate language-specific issues rather than one duplicate. The only clear duplicate sets are the three generic placeholder-title issues (43834/44365/44370) and the identical Thai pair (46222/46226).", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43834 is the best representative of the largest exact-duplicate subgroup: it matches the other placeholder-title translation issues and is the most generic/central of that set.", + "summary": "This cluster is mostly unrelated language-specific translation requests that should not be merged together. The only clear duplicates are the generic placeholder translation issues and the exact Thai duplicate pair; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the earliest generic placeholder translation request and the best representative of the placeholder-duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Among the available issues, 43834 is the cleanest representative of a repeated placeholder translation request; it sits in the densest duplicate pocket and is the most canonical-looking issue here.", + "best_issue_reason": "43834 is the most suitable single issue to keep because it is the broad template-like translation ticket and predates the near-identical copies.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language/request; not the same concrete translation issue." + "reason": "Different language-specific translation request; similar template wording is not enough to treat them as the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language/request; not a duplicate." + "reason": "Different language-specific translation request; not the same underlying task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish vs generic placeholder translation request; not the same issue." + "reason": "Turkish-specific request vs generic placeholder template; not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language translation requests; separate issues." + "reason": "Different target language and separate translation request." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation request; not a duplicate." + "reason": "Different target language and separate translation request." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder translation issue." + "reason": "Spanish-specific request vs generic placeholder template; not a duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish vs generic placeholder request; not the same underlying issue." + "reason": "Different language-specific translation request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages, so these are separate translation requests." + "reason": "Different target languages; these are separate translation tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish vs generic placeholder request; not a duplicate." + "reason": "Different language-specific translation request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder issue." + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian vs generic placeholder translation request; not the same issue." + "reason": "Different language-specific translation request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is separate from the placeholder-title subgroup." + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request and different title; not a duplicate." + "reason": "Different titles and likely different translation requests; high textual similarity alone is insufficient." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request and different title; not a duplicate." + "reason": "Different titles and likely different translation requests; not a clear duplicate." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder translation request; looks like an exact duplicate." + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate copy of the same translation ticket." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder-title issue with no meaningful difference." + "reason": "Same generic placeholder title and near-identical body; likely duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different title/content and not clearly the same translation request." + "reason": "Different title and likely different language-specific request; not the same issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title/content and not clearly the same translation request." + "reason": "Different title and likely different language-specific request; not the same issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different underlying request; too weak to merge." + "reason": "Different title and likely different translation request; not a duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder-title translation issue; effectively duplicate." + "reason": "Same generic placeholder title and near-identical body; clear duplicate of the placeholder ticket." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title/content; not enough to treat as the same issue." + "reason": "Different title and likely different language-specific request; not a clear duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/content; not the same concrete issue." + "reason": "Different title and likely different language-specific request; not a clear duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title and likely different request; reject." + "reason": "Different title and likely different translation request; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title/content; not a safe duplicate match." + "reason": "Different title and likely different language-specific request; not a clear duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title/content; not the same issue." + "reason": "Different title and likely different language-specific request; not a clear duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title and underlying request; reject." + "reason": "Different title and likely different translation request; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai-titled issue; clear duplicate." + "reason": "Exact same Thai title and identical-looking content; clear duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar language/theme but different title and not clearly the same concrete issue." + "reason": "Different Thai title; likely a different request rather than the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different title and not enough evidence they are the same underlying request." + "reason": "Different Thai title; likely a different request rather than the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly exact-duplicate clusters are the three identical placeholder-title issues (43834/44365/44370) and the identical Thai pair (46222/46226). The remaining pair rejections are conservative given that the packet only shows soft similarity and no shared issue links or concrete same-bug evidence. The canonical issue choice for the larger exact-duplicate subgroup is reasonable." + "feedback": "The summary is grounded in the packet: the placeholder translation issues share the same generic title and very high similarity, and the Thai pair has an exact title match with identical similarity evidence. The non-duplicate calls are conservative given the distinct language-specific titles. No PRs are present, so that part is also supported." }, "evaluator_used": true, "retried": false, @@ -19729,304 +19504,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "e917d1021d3bca9f7af3891e01eee639061d5c948cdb4d7b1fe74eb939f54b0b", + "prepared_review_unit_hash": "3097c5560ddb8a80355eb1a5f6cdfb3b932a3591bc3a45ab12f98c67dff6bd00", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is only loosely related by being model/architecture request issues; the titles span unrelated models and features, so there are no true duplicates here. All soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 36879 is the clearest representative of the group: a concrete, concise model-add request, and it sits near the center of the soft-similarity web. It is still only a loose representative, not a true duplicate target.", + "summary": "This is a loose topical cluster of model-request issues, not a duplicate set. The shared similarity is mostly generic \"add support for model X\" language, while the actual models, tasks, and code paths differ.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the issues span different models and even different modalities/tasks, so the soft similarity is too broad to represent one underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "36879 is the best issue anchor because it is specific, closed, and broadly representative of the 'add model support' pattern that links these items. However, the underlying requests are still distinct.", + "best_issue_reason": "No single issue is a safe global representative for this cluster; any one choice would misrepresent the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: related naming, but different models and different requested changes." + "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different models and requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model families and code paths." + "reason": "RoMa keypoint matching vs MiniCPM3 model architecture add are unrelated requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 are different model requests, not the same change." + "reason": "EuroBert config support and DEIMv2 are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support; different model types and implementation areas." + "reason": "EuroBert config work and Qwen3-TTS support are different models and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model support are unrelated model additions." + "reason": "EuroBert config and RF-DETR are different architectures with no shared concrete change." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert model config vs a person-name issue; no shared underlying bug or feature." + "reason": "EuroBert and XiaoMi MiMo are separate model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model additions with different integration work." + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model vs LFM2.5 audio model; distinct artifacts and code paths." + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support is unrelated to OpenAI weight-sparse transformer support." + "reason": "RF-DETR and weight-sparse transformer support are different concrete changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different tasks." + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-TTS audio support; not the same change." + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated models." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer support; unrelated architectures." + "reason": "NeoBERT and OpenAI weight-sparse transformer are different model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio address different model families." + "reason": "NeoBERT and LFM2.5 Audio request different architectures and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR model support and NeoBERT support are separate model integrations." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions, not duplicate requests." + "reason": "NeoBERT and ModernVBERT are different models, not one duplicate request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different models and tasks." + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as adding weight-sparse transformer support." + "reason": "MiniCPM3 and weight-sparse transformer support are unrelated changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are separate model requests." + "reason": "MiniCPM3 and ModernVBERT are different models." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS support; different model families and code paths." + "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different requested features." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model integrations." + "reason": "ModernVBERT and Qwen3-TTS do not describe the same underlying change." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models and the Mirko Privitera issue are clearly unrelated." + "reason": "ModernVBERT and XiaoMi MiMo are separate requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are different model requests." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same bug or feature." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a general BERT-like RoPE request; related theme, but not the same change." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly, not as one concrete request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE discussion and a person-name issue have no common code-path." + "reason": "RoPE support for BERT-like models and XiaoMi MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." + "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "Person-name issue vs SAM3-LiteText; no shared underlying request." + "reason": "XiaoMi MiMo and SAM3-LiteText are different models and tasks." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "Mirko Privitera issue and Qwen3-TTS support are unrelated." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "Mirko Privitera issue vs DeepSeek-OCR2 request; not the same change." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "Mirko Privitera issue and another person-name issue are not a code change duplicate." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS support and Qwen3-ASR support are different modalities and likely different implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modality support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 support are different model-specific requests." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." }, { "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 unrelated modalities/models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as weight-sparse transformer support." + "reason": "Qwen3-TTS and weight-sparse transformer support are different concrete code changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio models with different integration work." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are different code paths." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different tasks and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated model features." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different speech models and tasks." + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities/models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate research models with different integration surfaces." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + "reason": "ModernVBERT and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the Mirko Privitera issue are not the same underlying change." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." } ] }, @@ -20056,7 +19849,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "75e35e3aee90439a253f2b98fd9c68800d8285105b6528cad84e0a2e15391ca1", + "prepared_review_unit_hash": "b2e78a3c4f7af48497afef063cd1d77bc5106b202dbeec87e41b65584bb898b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20078,18 +19871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor in model code. They concern different subsystems and different kinds of work.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46443 is the better canonical issue only because it is the more concrete technical change request; the other is a documentation-oriented enhancement and does not appear related.", + "summary": "The two issues are not duplicates or closely related: one is a docs-only request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no clear canonical cluster item here.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the best issue representative for the cluster because it describes an actual code refactor, whereas #38740 is a standalone docs item with no overlap.", + "best_issue_reason": "Issue #46443 is the more substantive technical issue in the set; #38740 is a separate documentation request and does not represent the same underlying task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "The titles and context are unrelated: documentation for adding Pruna as an optimization framework versus a Vision RoPE refactor. No shared code path, filenames, or explicit target suggests the same underlying bug/change." + "reason": "Different topics and work types: a documentation addition request versus a Vision RoPE code refactor. No shared underlying bug/change." } ] }, @@ -20119,12 +19912,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e5835d87d37ad645790103d308718457ce31f2af65018185dfda214a61cba6d3", + "prepared_review_unit_hash": "cf8d435d1601b699d2e71fdad27be1b9de29a9b480a57eedbdd5a97074104cde", "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 }, @@ -20132,7 +19925,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20141,18 +19934,18 @@ "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 feature request for DeepSeek v3.2 support. They reference different underlying problems and likely different implementation work.", + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "Issue #41084 is the broader, more generic software-behavior request and is the better candidate to represent the cluster if forced to pick an issue.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#41084 is the more general issue and has clearer potential to subsume related block-decoding discussion; #43037 is model-specific and narrower.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and code paths: block decoding versus adding support for a specific model version. The titles and context do not indicate the same underlying bug or change." + "reason": "Different topics and outcomes: decoding logic vs. model/version support. No shared code path or concrete duplicate signal." } ] }, @@ -20182,40 +19975,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "a944f1b5968727fb48b28f01f8504178cec4a2d207393d2caa6d2c841d9d8298", + "prepared_review_unit_hash": "22a80cd867fc0e2b3d1dae245f9b93bbd3f10fb8d69b5e767dae6f460f262083", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about memory-efficient tiled model components, but they describe different features: one is about a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, the other about integrating TiledMLP. They do not look like duplicates or the same underlying change.", - "confidence": 0.17, - "canonical_issue_reason": "Issue #41306 is the more concrete, feature-specific request and is easier to anchor as the representative item, but it is not actually the same problem as the other issue.", + "summary": "These are both memory-efficiency related feature requests, but they target different components and changes: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or patch.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request; issue 41826 is a separate enhancement for a different module and should not be treated as the same ticket.", "canonical_pr_reason": null, - "best_issue_reason": "#41306 is the more narrowly scoped and actionable issue, while #41826 is a separate enhancement request for a different tiled component.", + "best_issue_reason": "41306 is the better representative if one issue must anchor the cluster because it has a specific API/flag request and a clearer implementation target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different components and different requested changes: FLCE/from_pretrained flag vs TiledMLP integration. They share a broad memory-efficiency theme only." + "reason": "Different requested changes in different subsystems: FLCE/from_pretrained support versus TiledMLP integration. Shared memory-footprint theme is too broad to consider them the same bug/change." } ] }, @@ -20245,12 +20038,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "6578ed3b63c377822c0b3b37d037b3f24dc3b3e0e072c7f0b75ce5815141eee5", + "prepared_review_unit_hash": "40303d0fa97ea5f9b4938943739a0ab357fd7af9d85bd46bbbdda515df2ef6af", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20258,7 +20051,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20267,18 +20060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are thematically related to Trainer custom trainers, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation accounting. They should not be treated as duplicates.", - "confidence": 0.94, + "summary": "The two issues are both about Trainer customization, but they target different problems: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. They are related at a subsystem level, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the cleaner representative of the cluster theme because it is a concrete Trainer-behavior request, but it is not a duplicate of 43600.", + "best_issue_reason": "Issue 43598 is the more concrete and self-contained topic, so it would be the better representative if a single issue had to anchor this cluster, but the pair does not look like duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related to Trainer extensibility, but they target different code paths and outcomes: column pruning customization vs FLOPS estimation for custom trainers." + "reason": "Different Trainer concerns and code paths: one is about unused-column removal customizability, the other about FLOPS estimation for custom trainers. Broad thematic overlap is not enough to treat them as duplicates." } ] }, @@ -20308,12 +20101,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "601b9829fb9ab71f3910c5afaf3a465f815642cc928a8aded997a9141adb270c", + "prepared_review_unit_hash": "d1d88c2b46e4438fb35482cedf9972e75780ad07f558143e28b8397de761742c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20321,7 +20114,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20330,18 +20123,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They involve different model/config families and different auto-head behavior.", + "summary": "These two issues are about different model families and different auto-class tasks: Qwen3-Omni generation model registration vs Qwen3.5 sequence-classification support. They are not the same underlying bug or change.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for this pair; they target different model families and different feature surfaces.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the broader auto-registration request, but it still does not subsume #44405\u2019s sequence-classification support for Qwen3.5.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same bug/change and would not be merged into one issue." + "reason": "Different requested capabilities and code paths: one asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not mergeable into a single fix." } ] }, @@ -20378,12 +20171,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "79c3ee06538e7a2dd1fe5bcc84f0d114606746d0210fbdb4328f69f5206cb1d1", + "prepared_review_unit_hash": "e32e3d306225239478fe9d3613f4dee2b160c1cc48f0220a93dcb2c2332870f3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20391,7 +20184,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20400,57 +20193,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact same bare title \"huggingface \" and, with no other distinguishing evidence, look like duplicate reports; \"Fett\" appears unrelated. No PRs are present.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43845 is a reasonable canonical representative because it is one of the repeated identical-title reports and is the earliest of that cluster, with no evidence distinguishing it from the other two.", + "summary": "Three issues titled \"huggingface \" appear to be the same low-information duplicate cluster; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the near-identical \"huggingface \" reports and is representative of the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best overall issue candidate since it anchors the duplicate cluster of identical \"huggingface \" reports and is the earliest among them.", + "best_issue_reason": "issue:43845 is the best overall issue representative: it matches the other two identical-titled reports and gives the clearest anchor for deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared body, file, or target evidence; \"Fett\" does not look like the same issue as \"huggingface \"." + "reason": "Titles differ completely and there is no shared concrete problem description; this looks unrelated rather than a duplicate." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared body, file, or target evidence; \"Fett\" does not look like the same issue as \"huggingface \"." + "reason": "\"Fett\" does not match the repeated \"huggingface \" issue pattern and no issue details indicate the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared body, file, or target evidence; \"Fett\" does not look like the same issue as \"huggingface \"." + "reason": "No substantive overlap beyond being short, sparse issues; the titles point to different topics." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title text and no distinguishing metadata or content evidence; these likely report the same issue." + "reason": "Same near-identical title and similarly empty bodies; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same exact title text and no distinguishing metadata or content evidence; this is a plausible duplicate match." + "reason": "Same title and no distinguishing technical details; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title text and no distinguishing metadata or content evidence; this is a plausible duplicate match." + "reason": "Same title and same low-information content, with no evidence of a different problem." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but two soft-edge verdict reasons overstate the evidence. For issue:43845 vs issue:43859, the packet only supports identical titles and lack of other distinguishing metadata; it does not support \u201cnear-identical metadata.\u201d For issue:43846 vs issue:43859, they are not in very close time proximity, so that wording is also too strong. The duplicate judgments may be reasonable as soft matches, but the rationale must stay more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title, while 43835 has a different title and no other evidence ties it to that cluster. The canonical choice of 43845 as the earliest of the repeated-title issues is reasonable. The soft-edge verdicts stay conservative given the limited evidence, so I accept." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20466,107 +20259,129 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44371-5", + "cluster_id": "cluster-44371-6", "nodes": [ "issue:44371", "issue:44418", "issue:44572", "issue:44573", - "issue:44937" + "issue:44937", + "issue:47036" ], "soft_pairs": [ "issue:44371|issue:44572", "issue:44371|issue:44573", "issue:44371|issue:44418", + "issue:44371|issue:47036", "issue:44371|issue:44937", "issue:44418|issue:44572", "issue:44418|issue:44573", "issue:44572|issue:44573", + "issue:44572|issue:47036", "issue:44572|issue:44937", + "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "287c6a7dafed58d00f051b211284112621300b6d48a75043a7f93f3b37f33fbd", + "prepared_review_unit_hash": "c20b45ca0cfa4aa6fc9bb6de26886d650ca461c1c72d69c7fc11c8e851a0bd70", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like tiny closed spam/noise issues with no substantive body, links, or code context. There is no strong evidence that any pair refers to the same underlying bug, so no soft merges are justified.", - "confidence": 0.94, - "canonical_issue_reason": "No issue stands out as a true canonical duplicate target; the set is dominated by spammy or content-free issues, so there is no reliable representative bug report.", + "summary": "These look like unrelated low-information/spam issues rather than duplicates of one concrete bug or change. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the least spam-like and has the only vaguely descriptive title, but it is still too empty and generic to serve as a strong canonical issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but both are content-free closed issues with no evidence they describe the same underlying problem; could just be separate spam posts." + "reason": "Both are generic spam placeholders with no concrete bug, change, or shared target to unify." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-style titles are not enough to merge; there is no body, linkage, or code context tying them to one bug." + "reason": "No substantive content beyond a spam title; nothing shows the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no concrete shared defect or change target." + "reason": "One is spam and the other is a documentation suggestion; these are not the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Generic spam versus a community benchmark tip; no shared code-path or change request." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Completely different titles and no supporting details; no sign of a shared underlying issue." + "reason": "Generic spam versus a topical but unrelated issue title; no evidence they describe the same thing." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; insufficient evidence of the same report." + "reason": "Documentation enhancement request and spam placeholder are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; no common bug description or target." + "reason": "Documentation request does not match a spam placeholder or any concrete duplicate target." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but that does not establish the same underlying issue; they look like separate low-effort submissions." + "reason": "Both are spam-like, but there is no evidence they report the same underlying issue or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no common bug or fix path." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam versus a specific-sounding title; no evidence they refer to the same defect." + "reason": "No substantive overlap beyond being low-information titles." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a benchmark tip are not the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam versus a specific-sounding title; too little overlap to treat as duplicates." + "reason": "No evidence of a shared defect or change request." } ] }, @@ -20596,7 +20411,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "6c32a6a5efac5cbb34a8758cb5d55201428cb54bcf5b4db9758eb26b3f6d5de9", + "prepared_review_unit_hash": "257983a2c6555fddc44148f5df7062e047e48fee7af36907245ff94fe274d30b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20618,27 +20433,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues look like a probable duplicate pair: they have the same title, very similar body size/content, and no evidence of distinct scope. However, the evidence is limited to soft similarity only, so this should be treated as likely duplicate rather than definitive.", - "confidence": 0.8, - "canonical_issue_reason": "Issue #45145 is slightly earlier and already has an inbound reference, so it is the safest canonical representative for this likely duplicate issue pair.", + "summary": "The two closed issues are near-duplicates with the exact same title and very similar bodies, describing the same energy-reduction proposal. Issue #45145 is the better canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the earliest instance of the duplicated report and already has an inbound reference, so it is the best single place to keep the discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best overall issue anchor because it appeared first and already has a reference pointing to it, making it the most stable deduplication target.", + "best_issue_reason": "#45145 is the strongest representative of the cluster because it predates #45151 and appears to be the original submission of the same issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar long-form content, with no signs of different scope; this is a likely duplicate, though the evidence is only soft_similarity and not definitive." + "reason": "Same title and highly similar issue content; both describe the same underlying energy-reduction proposal, so this is a clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports a likely duplicate pair, but the analyst overstates certainty: evidence is only soft_similarity with no diff/file/link corroboration, so calling them \"near-exact duplicates\" and assigning 0.99 confidence is too strong. Keep the conclusion conservative (probable duplicate, not definitive)." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have close body lengths, and the pair is flagged by soft similarity. The canonical issue choice is conservative and supported by the earlier creation time plus the inbound reference on #45145." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20716,7 +20531,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6b0913f086f89aa32485370b2e2d5e90219266124d3720f31b9eaabafed85853", + "prepared_review_unit_hash": "8aeb279b3a05d2df3b4ac0fe5fe334b9015c807abe301aea079d6dc48f43e8da", "component_budget": { "node_count": 2, "item_count": 2, @@ -20738,18 +20553,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to be duplicates; they are separate, unrelated issue reports identified only by different personal-name titles and dates.", + "summary": "These are not duplicate issue reports in any meaningful product sense; both are empty, person-name-only issues with no bug/change description, so there is no evidence they refer to the same underlying problem.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue can be identified because neither issue describes a product problem or actionable report; they are just unrelated personal-name titles.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; both have no substantive content, so there is no meaningful 'best' issue to keep.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and different dates; no evidence they describe the same underlying bug or request." + "reason": "Reject: the titles are different personal names with different dates and there is no issue body or other evidence tying them to the same underlying bug or request." } ] }, @@ -20779,7 +20594,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "77c92d7cf664e91d272e496099f9fc33a4120d08c81b510177a889503d4593fe", + "prepared_review_unit_hash": "fdad32a46430f4043c45693a9c38e58f4a661af8edc72f5df85920cf5240c38c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20801,18 +20616,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be unrelated closed posts with only personal-name/date titles and no shared technical content, so this is not a duplicate cluster.", + "summary": "The two issues are unrelated, containing only different personal-name titles and no shared technical context, targets, or discussion. This looks like accidental clustering rather than a duplicate bug report pair.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Neither issue is a better canonical technical report; both lack body content and any issue-specific context, and the titles indicate unrelated personal-name entries.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because there is no discernible bug, feature request, or shared problem statement to canonicalize.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different personal-name/date titles with no body, links, or technical details; no evidence they describe the same underlying bug or request." + "reason": "Reject: the titles refer to different people/dates and there is no shared technical subject, body text, or linked target indicating the same underlying issue." } ] }, @@ -20842,7 +20657,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "13309a802f8475cd2acd343252158eb45ae9dd9984edcfd7327851d82f0e59a4", + "prepared_review_unit_hash": "7d39c794ed66802fe3350ae35a7bf6bb93ca022b3f1883b1e029a5809978e74a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20864,18 +20679,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests adding Qwen3_5ForTokenClassification as a value-model option, while the other requests FP8 training support. They should not be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46295 is the broader, more general feature request and is the better representative of the cluster, though it is not a duplicate of #45810.", + "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 address different features in different parts of the stack.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue; the issues are unrelated feature requests.", "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the stronger standalone issue because it describes a broader training capability request; #45810 is a model-specific API addition request.", + "best_issue_reason": "No single best issue for the cluster, since 45810 and 46295 concern different changes (model head support vs FP8 training).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying changes: one is about adding a specific token-classification/value-model class, the other is about FP8 training support. They do not describe the same bug or feature." + "reason": "Different underlying requests: adding a token-classification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." } ] }, @@ -20915,12 +20730,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "58f7f2037af75f7ba89a00ab84c167a49456bcbe0578785778f8956a0e9a1bd6", + "prepared_review_unit_hash": "ab83e8f880803f7b7a16d8653060a284ad2caec8a7bfc5e13ae6e772581cddb9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20928,7 +20743,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20937,66 +20752,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate exact-duplicate issue pairs are present: 45870/45871 and 45872/45873. Issue 45869 is a different dataset offer and is not a duplicate of the example/service requests. There is no single canonical issue for the whole cluster.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue spans the whole cluster; the items split into two distinct duplicate pairs with different underlying requests.", + "summary": "The set splits into two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo item and does not match either pair.", + "confidence": 0.98, + "canonical_issue_reason": "There is no single canonical issue for the whole set because it contains two distinct duplicate requests; the clearest duplicate anchors are 45870/45871 and 45872/45873, with 45869 unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best representative of its duplicate pair because it is the earlier of the two identical \"Example: Financial time series prediction with DataForge\" reports.", + "best_issue_reason": "45872 is the strongest representative overall because its title is the most concrete and it forms an exact duplicate pair with 45873.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial dataset bundle offer vs an example request; similar finance wording is not enough to make them the same issue." + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a financial dataset bundle offer vs an example request; not the same underlying issue." + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and effectively the same content; these are direct duplicates of the same example issue." + "reason": "Same title and same underlying example request; these look like exact duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping-service component; not the same concrete issue." + "reason": "Both are financial/DataForge-themed, but one is an example for prediction and the other is about a scraping service; not the same request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Example request vs scraping-service request; related theme, but different underlying issue and likely separate work." + "reason": "Different underlying requests: prediction example vs scraping service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same reasoning as 45870/45872: related finance/DataForge theme, but different requested change." + "reason": "Different underlying requests: prediction example vs scraping service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same reasoning as 45870/45873: similar broad area, but not the same underlying issue." + "reason": "Different underlying requests: prediction example vs scraping service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and effectively the same content; these are direct duplicates of the same DataForge scraping-service issue." + "reason": "Same title and same underlying DataForge scraping-service request; these are exact duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The two exact-duplicate pairs are supported by identical titles/body sizes and close timestamps: 45870/45871 and 45872/45873. The decision to treat 45869 as separate is conservative and consistent with its distinct title/content. The soft-edge rejections between the example-request pair and the scraping-service pair are also appropriately cautious, and the conclusion that there is no single canonical issue for the whole cluster is supported." + "feedback": "The analysis is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are exact title matches, while 45869 is a different title/domain and is not treated as a duplicate. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -21023,40 +20838,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "44d301303d7add82cb4dbe1531fa7bb1a675ed989c5d7079dd1d39f9ce24b6fa", + "prepared_review_unit_hash": "6cc33f34af0f653402d50622e03a627f086b373773579eb331965a646e6b8a8a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point at static-cache initialization around linear attention, but they describe different observed failures (shape corruption vs. `KeyError: 'linear_attention'`). I would not merge them without clearer evidence they share the exact same root cause.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the more specific root-cause report: it names `early_initialization`, identifies linear-attention shape corruption, and includes the concrete `RuntimeError` behavior.", + "summary": "Both issues point to static-cache failures around `linear_attention`, but they describe different failure modes (`wrong shapes`/`RuntimeError` vs `KeyError: 'linear_attention'`). They look related at the subsystem level, not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader, likely root-level failure in `early_initialization` corrupting linear-attention shapes, which could explain downstream crashes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best single issue to keep because it is more diagnostic and likely broader than the model-specific crash report.", + "best_issue_reason": "Issue 46439 is the strongest standalone report: it names the offending path (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`), making it more actionable than the narrower Qwen3.5 KeyError report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "They both involve static cache and linear attention, but the failure modes differ materially (`wrong shapes`/`RuntimeError` vs `KeyError: 'linear_attention'`). That is not enough to treat them as the same underlying bug." + "reason": "Both involve static cache and linear-attention, but the reported failures differ materially (`shape corruption` vs missing `linear_attention` key). Not enough evidence they are the same concrete bug." } ] }, @@ -21086,12 +20901,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "7329e8f22fa8cbb2f5326ff7eb65d820a3e6dee1b5e43d0c25101eb071a0efd4", + "prepared_review_unit_hash": "b5d26d127e2a1f0317ad02d05824f46129c5f6b4f240ccd4a9d213139e1f96d0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1705, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21099,7 +20914,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1705, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21108,24 +20923,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-identical duplicates about the same Wav2Vec2CTCTokenizer v5 special-token bug; one is likely the cleaner canonical issue because it is open and already referenced elsewhere.", + "summary": "The two issues are near-perfect duplicates with identical titles and bodies about the Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open, has inbound references, and has the same title/body as issue:46551, making it the active tracking thread.", + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better living tracker for this duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue to keep as the primary record for this bug since it is still open and appears to be the version others are already pointing to.", + "best_issue_reason": "#46552 best represents the cluster because it is open and already referenced, making it the most useful issue to keep as the canonical record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same reported tokenizer bug; both describe the identical v5 word-delimiter special-token leakage into get_special_tokens_mask and convert_ids_to_tokens." + "reason": "Same title, same underlying tokenizer bug, and matching report details indicate these are duplicates of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have identical titles, the same body length, and soft-similarity evidence; 46552 is open and has inbound references while 46551 is closed, so choosing 46552 as the canonical issue is conservative. The soft-edge accept is also supported by the provided evidence. No overstatement rises to the level of requiring rejection." + "feedback": "Grounded in the packet: the issues share the same title, same body length, and soft-similarity evidence with Jaccard 1.0. Choosing the open issue #46552 as canonical is reasonable and conservative." }, "evaluator_used": true, "retried": false, @@ -21152,7 +20967,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "5106752f9772cece1b8e2381c301aa47c8828c1cd4ea66db8aaa57e071fe38c6", + "prepared_review_unit_hash": "7d9f6e965a736d79eeef62868c878aaec8ec54731a16e9e303d7861859d3118d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21174,18 +20989,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only loosely related by object-detection training, but they describe different failure modes: a tensor shape mismatch versus an out-of-memory condition after several epochs. They should not be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #46657 is the better representative of the cluster because it is a concrete, broadly framed training failure report; #46692 appears to be a separate RT-DETR v2 memory-growth problem.", + "summary": "These two issues are about training failures, but they describe different underlying problems: a tensor shape mismatch in object detection training versus out-of-memory after several epochs in RT-DETR v2. They are related by broad training context only, not by the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is the more concrete and generalizable training bug report; however, it is not the same problem as #46692.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the most canonical issue here because it states a specific runtime error directly tied to training and is less specialized than the RT-DETR v2 OOM report.", + "best_issue_reason": "Issue #46657 is the best single issue to anchor the cluster if one must be chosen: it has a specific failure mode and a clearer bug description, while #46692 is a different OOM symptom with a different likely root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "The reports do not look like the same underlying bug: one is a tensor size mismatch during object detection training, while the other is an out-of-memory failure after some epochs in RT-DETR v2. Different symptoms and likely different root causes." + "reason": "Do not merge: #46657 reports a tensor size mismatch during object detection training, while #46692 reports out-of-memory after some epochs in RT-DETR v2. Same broad training domain, but different failure modes and likely different fixes." } ] }, @@ -21215,7 +21030,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "9c1658f34440ee95cffdc66a0c22dd074f0dfbfc6c33f5eda70a0b85337cf88d", + "prepared_review_unit_hash": "dc0996677310aa9a41cf02883b3f87e2d688cebd06f85dee31f2db320c469d8d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21237,18 +21052,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM during multi-GPU load, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one reports a ZeRO-3 zero.Init sharding/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad theme of model loading behavior.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate candidate: the failure modes, code paths, and user-visible errors are different (ZeRO-3 partitioning/OOM vs 4-bit auto device placement ValueError).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative report: it names the affected submodule, the deployment context, and the concrete OOM symptom more clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different failure modes and code paths: ZeRO-3 partitioning/OOM during initialization vs 4-bit auto device mapping with max_memory causing CPU dispatch on a fitting model. They share only broad loading/dispatch terminology, not the same underlying bug." + "reason": "Different bugs and different mechanisms; sharing 'model load' behavior is too broad to treat as the same underlying issue." } ] }, @@ -21302,12 +21117,12 @@ "issue:46948|issue:47037", "issue:46940|issue:47037" ], - "prepared_review_unit_hash": "ebc05b2bcfdbed493824eaf87a7cd44b1976f17753e4a2ced5f52aa7ff53894a", + "prepared_review_unit_hash": "e4d8550ac8b52cde9a8111494eb645c2c109427190784ec32ace86cc2646385f", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 20, - "serialized_chars": 11154, + "serialized_chars": 11156, "estimated_input_tokens": 2789, "estimated_eval_tokens": 5834 }, @@ -21315,7 +21130,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 20, - "serialized_chars": 11154, + "serialized_chars": 11156, "estimated_input_tokens": 2789, "estimated_eval_tokens": 5834 }, @@ -21324,138 +21139,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are daily \"integration failure triage\" issues for different dates, so they look like recurring triage reports rather than duplicates of one underlying bug. Use the earliest open issue as the representative thread; reject all soft-duplicate links.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46906 is the earliest issue in the series and has the strongest discussion/inbound reference activity, making it the best representative for this recurring triage topic.", + "summary": "These issues appear to be a repeated daily triage series with the same template/title pattern, not evidence of the same underlying defect. I would not deduplicate them as hard duplicates; at most, 46906 is the best representative because it is the earliest and most referenced thread.", + "confidence": 0.78, + "canonical_issue_reason": "If a representative is needed, issue 46906 is the best anchor: it is the earliest in the series and has the highest inbound references/discussion activity among the set.", "canonical_pr_reason": null, - "best_issue_reason": "As a cluster representative, issue:46906 is the clearest anchor because it starts the date-stamped sequence and appears to have the most engagement.", + "best_issue_reason": "46906 is the strongest single issue to keep visible because it appears to be the original/earliest triage thread and has the most external attention. It is the best summary node for this recurring daily pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template title, but different date-stamped triage entries; no evidence they report the same underlying failure." + "reason": "Same triage-series title pattern, but different dates strongly suggest separate daily reports rather than the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Recurring triage post on a different day; similarity is structural, not a shared bug report." + "reason": "These look like separate day-specific triage threads, not duplicate reports of one bug." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Separate daily triage issue, not the same incident or code-path failure." + "reason": "The shared wording is generic; the date-stamped triage framing indicates distinct instances/work items." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Another date-specific triage entry; no concrete duplication signal beyond wording." + "reason": "Likely separate daily triage issues, not the same defect or change request." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series pattern, but a later day's triage note rather than the same issue." + "reason": "Same recurring triage label, but no evidence they refer to one concrete underlying problem." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Consecutive daily triage reports; likely distinct snapshots of failures, not one bug thread." + "reason": "Adjacent daily triage entries are more likely related in theme than duplicate in substance; no concrete same-bug evidence." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different day/date indicates separate triage instances, not a duplicate issue." + "reason": "Different dates and generic triage wording make these distinct issues, not duplicates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "No concrete shared failure described; only the recurring triage wrapper matches." + "reason": "No evidence of the same underlying failure; these appear to be separate daily triage reports." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Distinct daily report, not a single underlying defect." + "reason": "The titles are templated and date-stamped, which is not enough to merge as duplicates." }, { "left": "issue:46940", "right": "issue:47037", "accept": false, - "reason": "Later triage entry with the same format, but not evidence of the same root cause." + "reason": "These look like successive triage notes rather than one fixed bug report." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Separate date-stamped triage issues; similarity alone is insufficient to merge." + "reason": "Likely separate daily triage threads with similar subject matter but different report context." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same broad triage series, but no shared concrete bug or fix target." + "reason": "The available metadata supports a recurring series, not one shared underlying bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different daily triage report; no indication of a duplicate incident." + "reason": "No concrete shared code-path or exact failure details are available to justify deduping." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Consecutive daily triage posts are recurring operational notes, not the same issue." + "reason": "Same template/title, but the day-to-day triage pattern indicates separate instances." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different day and no shared underlying failure details; reject as duplicate." + "reason": "These are best treated as distinct daily triage issues, not the same bug." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "Distinct triage snapshot, not one concrete bug report." + "reason": "No strong evidence they describe the same concrete failure." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same recurring triage pattern, but no evidence they describe the same failure." + "reason": "The date-stamped triage format suggests different reports, so do not merge." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Separate date-specific triage issue, not a duplicate." + "reason": "Insufficient evidence of a shared underlying defect; these appear to be separate triage entries." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Later daily triage entry; title overlap is expected and not enough to merge." + "reason": "Although titles match, the different dates and recurring triage context point to distinct issues." }, { "left": "issue:46948", "right": "issue:47037", "accept": false, - "reason": "Recurring triage threads for different dates; no shared concrete bug evidence." + "reason": "No concrete overlap beyond the generic triage label; likely separate daily reports." }, { "left": "issue:46940", "right": "issue:47037", "accept": false, - "reason": "Same template title, but these are distinct daily triage reports rather than duplicates." + "reason": "These appear to be successive entries in a triage series, not the same issue." } ] }, @@ -21485,12 +21300,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "fdbfa86d003963b31aac085b7b008818d0f35f26a39a899c71eac94ab8ba749e", + "prepared_review_unit_hash": "64ced8c9f9ce384b0a3966c2be3525a935ce8147fae1865a0f4f9f9d3c1267b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21498,7 +21313,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21507,28 +21322,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues ask for RWKV7 model support, but the packet only provides identical titles and soft similarity. That is enough to group them as closely related, but not enough to confidently prove duplication or that #46983 is an earlier duplicate. #46984 is still the better live tracker because it is open.", - "confidence": 0.72, - "canonical_issue_reason": "#46984 is open and therefore the better active tracker for the RWKV7 support request. The evidence does not conclusively show duplicate status, so this is based on tracker suitability rather than a proven earlier/later duplicate relationship.", + "summary": "Both items are the same feature request for RWKV7 model support; they are very likely duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical because it is still open and can serve as the active tracking thread for the request.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best issue to keep as the canonical live discussion because it is open and matches the same feature request. The available evidence is too limited to justify stronger duplicate claims.", + "best_issue_reason": "Issue #46984 is the best issue overall since it is open, current, and directly matches the duplicated request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", - "accept": false, - "reason": "The issues have the same title and look related, but the packet lacks body-level or code-level evidence to establish that they are the same underlying report. Soft similarity alone is not enough to accept a duplicate edge." + "accept": true, + "reason": "Same title, same requested support, and highly similar issue content; these are the same underlying feature request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice of the open issue is grounded, but the summary and soft-edge verdict overstate the evidence. The packet only shows same title, close timestamps, and soft similarity; it does not establish that #46983 is a duplicate or an earlier duplicate. Confidence 0.98 is also too strong for this evidence level." + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the exact same title, and the only pair evidence is high soft similarity. Treating #46984 as the canonical active thread is reasonable since it is open. The duplicate assessment is conservative enough." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21551,7 +21366,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "bb1ea77f541ecd2c07cfafdbe808298e465cad3a247a1b4aa4f411975b6d76bc", + "prepared_review_unit_hash": "974255f26bb39997d1a25fdabe5266eea34d62272cfc842a6673ba4ac43da7eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -21573,18 +21388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely similar: both discuss AI-driven vulnerability discovery, but one is about lessons from using advanced LLMs while the other is about a transformer-based cybersecurity discovery system. They read like related but distinct writeups, not duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 47015 is the broader, more generic title and is the better representative of the shared AI-vulnerability-discovery theme.", + "summary": "Both items are broad AI/cybersecurity topic posts rather than concrete bug reports, and they overlap only at a high thematic level. I do not consider them the same underlying issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 47015 is the more concise and general representative of the topic, but it is not a true duplicate of 47007.", "canonical_pr_reason": null, - "best_issue_reason": "If a single representative is needed, 47015 is the closest fit because its wording is more general; 47007 is more specifically framed around lessons from advanced LLM usage.", + "best_issue_reason": "Issue 47015 is the cleanest stand-in for this cluster because its title is shorter and more generic, making it a better representative if one is needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI cybersecurity, but they describe different angles and likely different submissions: LLM lessons vs transformer-based system. Similar topic, not the same underlying issue." + "reason": "Same broad AI vulnerability-discovery theme, but no concrete shared bug, change, or target; these read like distinct writeups/topics rather than duplicates." } ] }, @@ -21598,15 +21413,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-42", + "cluster_id": "cluster-40546-43", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -21647,7 +21462,8 @@ "pull_request:47019", "pull_request:47025", "pull_request:47034", - "pull_request:47035" + "pull_request:47035", + "pull_request:47040" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21674,460 +21490,88 @@ "pull_request:46928|pull_request:46941", "pull_request:46907|pull_request:46928", "pull_request:46928|pull_request:47006", - "pull_request:46941|pull_request:47006", - "pull_request:46907|pull_request:46908", - "pull_request:46908|pull_request:46951", - "pull_request:46907|pull_request:46941", - "pull_request:46926|pull_request:46927", - "pull_request:46954|pull_request:46961", - "pull_request:46954|pull_request:46968", - "pull_request:46954|pull_request:46958", - "pull_request:46958|pull_request:46961", - "pull_request:46961|pull_request:46974", - "pull_request:46958|pull_request:46974", - "pull_request:46954|pull_request:46971", - "pull_request:46920|pull_request:46968", - "pull_request:46971|pull_request:46974", - "pull_request:46958|pull_request:46968", - "pull_request:46968|pull_request:46974", - "pull_request:46920|pull_request:46961", - "pull_request:46961|pull_request:46968", - "pull_request:46961|pull_request:46971", - "pull_request:46949|pull_request:46968", - "pull_request:46266|pull_request:46957", - "pull_request:47034|pull_request:47035", - "pull_request:47019|pull_request:47025", - "pull_request:46957|pull_request:46965", - "pull_request:44517|pull_request:46417", - "pull_request:46933|pull_request:47035", - "pull_request:46266|pull_request:46707", - "pull_request:46196|pull_request:46995", - "pull_request:46707|pull_request:46961", - "pull_request:46968|pull_request:47019", - "pull_request:46707|pull_request:46968", - "pull_request:46707|pull_request:46957", - "pull_request:46912|pull_request:47025", - "pull_request:46196|pull_request:46965", - "pull_request:46961|pull_request:47019", - "pull_request:46707|pull_request:47019", - "pull_request:46266|pull_request:47034", - "pull_request:46836|pull_request:46961", - "pull_request:43451|pull_request:47019", - "pull_request:46836|pull_request:46965", - "pull_request:46957|pull_request:46961", - "pull_request:43451|pull_request:46266", - "pull_request:43451|pull_request:46995", - "pull_request:46266|pull_request:47003", - "pull_request:46961|pull_request:47035", - "pull_request:46836|pull_request:46995", - "pull_request:43451|pull_request:46933", - "pull_request:46658|pull_request:46961" - ], - "prepared_review_unit_hash": "9aa406b5b3e68b9acae4dfdc16d8edd0c081e44fc3fbf36c591c58d54a2a583a", - "component_budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 131, - "serialized_chars": 149662, - "estimated_input_tokens": 37416, - "estimated_eval_tokens": 75088 - }, - "budget": { - "node_count": 40, - "item_count": 40, - "soft_pair_count": 72, - "serialized_chars": 113799, - "estimated_input_tokens": 28450, - "estimated_eval_tokens": 57156 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Almost all candidate pairs are unrelated fixes across different models or docs. The only clear duplicate-style pair is the two CohereASR double-shift PRs, which address the same loss computation bug in the same code path.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the cleanest canonical choice: it directly targets issue 46894 and fixes the CohereASR training-loss double-shift in-place with a narrowly scoped code change.", - "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the best representative of the underlying bug because it is explicitly issue-linked, narrowly scoped, and fixes the exact CohereASR loss path without broad unrelated edits.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; one is just an alternative implementation." - }, - { - "left": "pull_request:46903", - "right": "pull_request:46958", - "accept": false, - "reason": "46903 also changes PPFormulaNet, so it is broader than the CohereASR fix and not the same concrete change." - }, - { - "left": "pull_request:46950", - "right": "pull_request:46951", - "accept": false, - "reason": "Different problems: Mamba2 OOM/runtime behavior vs PEFT loading integration." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46950", - "accept": false, - "reason": "Unrelated model bugs: GLM46V input dtype handling vs Mamba2 OOM." - }, - { - "left": "pull_request:46950", - "right": "pull_request:47006", - "accept": false, - "reason": "Different code paths and models; Mamba2 OOM fix is not the same as Gemma3 generation cache logic." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46951", - "accept": false, - "reason": "GLM46V dtype/input handling is unrelated to PEFT integration loading." - }, - { - "left": "pull_request:46951", - "right": "pull_request:46971", - "accept": false, - "reason": "PEFT integration load fix and Mamba2 test argument change are different issues." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46971", - "accept": false, - "reason": "Whisper cache update bug and Mamba2 test loading change are unrelated." - }, - { - "left": "pull_request:46927", - "right": "pull_request:47006", - "accept": false, - "reason": "Different models and failures; no shared concrete bug." - }, - { - "left": "pull_request:46951", - "right": "pull_request:47006", - "accept": false, - "reason": "PEFT loading change does not match Gemma3 cache-generation fix." - }, - { - "left": "pull_request:46971", - "right": "pull_request:47006", - "accept": false, - "reason": "Test-side dtype/load change is unrelated to Gemma3 generation cache behavior." - }, - { - "left": "pull_request:46941", - "right": "pull_request:46970", - "accept": false, - "reason": "Both are large test-fix style PRs, but they address different models and failure modes." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47006", - "accept": false, - "reason": "DeepSeekV32 load/offload fix is unrelated to Gemma3 generation caching." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46928", - "accept": false, - "reason": "DeepSeekV32 loading issue and BLIP-2 tokenizer list update are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46926", - "accept": false, - "reason": "EdgeTam import/config kwarg fix and MiniMax M3 VL load-offload test fix are unrelated." - }, - { - "left": "pull_request:46970", - "right": "pull_request:46971", - "accept": false, - "reason": "Musicgen Melody output mismatch and Mamba2 OOM are different bugs." - }, - { - "left": "pull_request:46926", - "right": "pull_request:46928", - "accept": false, - "reason": "Different targets: MiniMax M3 VL load error vs BLIP-2 tokenizer auto mapping." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46986", - "accept": false, - "reason": "Different model families and failures: GLM46V dtype issue vs GLM OCR output mismatch." - }, - { - "left": "pull_request:46941", - "right": "pull_request:46986", - "accept": false, - "reason": "Broader dtype/quantization fixes versus GLM OCR output mismatch are not the same change." - }, - { - "left": "pull_request:46926", - "right": "pull_request:46941", - "accept": false, - "reason": "MiniMax M3 VL load_error and DAC-related output mismatch are unrelated." - }, - { - "left": "pull_request:46928", - "right": "pull_request:46941", - "accept": false, - "reason": "Tokenizer auto-list update and DAC output mismatch are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46908", - "accept": false, - "reason": "EdgeTam import_or_config failure and DeepSeekV32 load_error are different issues." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46951", - "accept": false, - "reason": "DeepSeekV32 loading fix is unrelated to PEFT integration loading." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46941", - "accept": false, - "reason": "EdgeTam kwarg cleanup and DAC output mismatch are unrelated." - }, - { - "left": "pull_request:46926", - "right": "pull_request:46927", - "accept": false, - "reason": "Different model-specific test/load issues with no shared code path." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Pytest-v9 compatibility fix in GlmASR is unrelated to the Serge normalization workflow." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46968", - "accept": false, - "reason": "GlmASR fp32-module tweak and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "Different models and different bugs; no shared concrete fix." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46961", - "accept": false, - "reason": "CohereASR loss fix and workflow automation are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46974", - "accept": false, - "reason": "Workflow cleanup and Musicgen generate typo are unrelated." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR training loss and Musicgen cache-length typo are different bugs." - }, - { - "left": "pull_request:46920", - "right": "pull_request:46968", - "accept": false, - "reason": "Voxtral realtime API adaptation and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46968", - "accept": false, - "reason": "Workflow automation and docs link cleanup are not the same change." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46971", - "accept": false, - "reason": "Workflow cleanup is unrelated to Mamba2 test loading changes." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46968", - "accept": false, - "reason": "Whisper cache bug and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46957", - "accept": false, - "reason": "DINO modernization and finegrained FP8 generation changes are unrelated." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47035", - "accept": false, - "reason": "47034 is a broader Neuron SFT experiment; 47035 is a separate training_args backend default tweak, not the same concrete change." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47025", - "accept": false, - "reason": "Masking-utils contract regression and Diffusion Gemma test skips are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46965", - "accept": false, - "reason": "Generation optimization / FP8 work and DeepSeek V4 use_cache support are different issues." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46417", - "accept": false, - "reason": "Different model additions (Qwen3-TTS vs HunYuan VL); not the same artifact." - }, - { - "left": "pull_request:46933", - "right": "pull_request:47035", - "accept": false, - "reason": "Gemma4 quantized vision/audio casting fix is unrelated to Neuron backend defaults." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47003", - "accept": false, - "reason": "DINO modernization and OpenVINO exporter work are unrelated." - }, - { - "left": "pull_request:46933", - "right": "pull_request:46942", - "accept": false, - "reason": "Both touch dtype casting, but on different models and code paths; too broad to treat as the same change." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47025", - "accept": false, - "reason": "RoPE test coverage and Diffusion Gemma test fixes are different test-only changes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and flash-linear-attention MLU support are unrelated backend changes." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46961", - "accept": false, - "reason": "FSDP2 migration and workflow cleanup do not address the same problem." - }, - { - "left": "pull_request:46968", - "right": "pull_request:47019", - "accept": false, - "reason": "Docs autolink cleanup and masking_utils regression fix are unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", - "accept": false, - "reason": "FSDP2 work and docs autolink cleanup are unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46957", - "accept": false, - "reason": "FSDP2 migration and finegrained FP8 generation optimization are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46942", - "accept": false, - "reason": "RoPE test coverage and TimesFM 2.5 quantized cast fix are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46965", - "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and DeepSeek V4 use_cache support are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46961", - "accept": false, - "reason": "Unlimited OCR model addition and workflow cleanup are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47019", - "accept": false, - "reason": "Molmo2 model addition and masking-utils regression fix are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Unlimited OCR model addition and DeepSeek V4 cache behavior are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "Finegrained FP8 work and workflow normalization are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46266", - "accept": false, - "reason": "Molmo2 model addition and DINO modernization are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46995", - "accept": false, - "reason": "Molmo2 model addition and flash-linear-attention availability are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47003", - "accept": false, - "reason": "DINO modernization and OpenVINO exporter work are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:46995", - "accept": false, - "reason": "Workflow automation and flash-linear-attention availability are unrelated." - }, - { - "left": "pull_request:46968", - "right": "pull_request:47025", - "accept": false, - "reason": "Docs autolink cleanup and Diffusion Gemma test changes are unrelated." - } - ] + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46920|pull_request:46968", + "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", + "pull_request:46968|pull_request:46974", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:46266|pull_request:46957", + "pull_request:47034|pull_request:47035", + "pull_request:47019|pull_request:47025", + "pull_request:46957|pull_request:46965", + "pull_request:44517|pull_request:46417", + "pull_request:46266|pull_request:46707", + "pull_request:46933|pull_request:47035", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", + "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", + "pull_request:46266|pull_request:47034", + "pull_request:46836|pull_request:46961", + "pull_request:46995|pull_request:47040", + "pull_request:43451|pull_request:47019", + "pull_request:46836|pull_request:46965", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46995", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47003", + "pull_request:46961|pull_request:47035", + "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46961" + ], + "prepared_review_unit_hash": "f74d181cd713731e78e59c93a3c52177f9d3e3abde25790b02b850eff3dee6c4", + "component_budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 136, + "serialized_chars": 153634, + "estimated_input_tokens": 38409, + "estimated_eval_tokens": 77074 }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 46895 is explicitly issue-linked and the CohereASR pair is the only clear same-bug duplicate-style match. The other pairwise rejects are conservative and supported by the titles/diffs, with no obvious overstatement." + "budget": { + "node_count": 41, + "item_count": 41, + "soft_pair_count": 72, + "serialized_chars": 115874, + "estimated_input_tokens": 28969, + "estimated_eval_tokens": 58194 }, - "evaluator_used": true, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22135,7 +21579,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-42", + "cluster_id": "cluster-40546-43", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22151,13 +21595,13 @@ "pull_request:46912", "pull_request:46926", "pull_request:46927", + "pull_request:46933", "pull_request:46949", "pull_request:46950", "pull_request:46951", "pull_request:46957", "pull_request:46961", "pull_request:46965", - "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46986", @@ -22166,37 +21610,38 @@ "pull_request:47006", "pull_request:47025", "pull_request:47034", - "pull_request:47035" + "pull_request:47035", + "pull_request:47040" ], "soft_pairs": [ "pull_request:46961|pull_request:46965", + "pull_request:43451|pull_request:46933", "pull_request:46658|pull_request:46965", "pull_request:46196|pull_request:47025", - "pull_request:43451|pull_request:44517", "pull_request:46707|pull_request:47025", + "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:47035", "pull_request:46995|pull_request:47003", "pull_request:44517|pull_request:46836", "pull_request:44517|pull_request:47003", "pull_request:45694|pull_request:46707", "pull_request:43451|pull_request:46957", - "pull_request:43451|pull_request:47025", "pull_request:43451|pull_request:46417", + "pull_request:43451|pull_request:47025", + "pull_request:44517|pull_request:47040", "pull_request:46196|pull_request:46961", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47040", "pull_request:46961|pull_request:47034", "pull_request:46912|pull_request:46961", "pull_request:46417|pull_request:46836", "pull_request:43451|pull_request:45694", "pull_request:46417|pull_request:47003", "pull_request:45694|pull_request:47003", - "pull_request:46417|pull_request:46965", - "pull_request:46196|pull_request:46836", - "pull_request:45694|pull_request:46836", - "pull_request:46912|pull_request:47034", - "pull_request:43451|pull_request:46968", - "pull_request:46968|pull_request:47003", + "pull_request:46196|pull_request:47040", + "pull_request:46417|pull_request:47040", + "pull_request:45694|pull_request:47040", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -22215,396 +21660,431 @@ "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", "pull_request:46836|pull_request:47003", + "pull_request:46836|pull_request:47040", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47003", + "pull_request:47035|pull_request:47040", + "pull_request:46912|pull_request:47040", "pull_request:43451|pull_request:46196", "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47040", "pull_request:43451|pull_request:47034", "pull_request:43451|pull_request:47035", "pull_request:43451|pull_request:46912", "pull_request:46196|pull_request:47003", + "pull_request:47003|pull_request:47040", "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47035", "pull_request:46912|pull_request:47003", - "pull_request:46836|pull_request:46912" + "pull_request:46836|pull_request:46912", + "pull_request:47034|pull_request:47040" ], - "prepared_review_unit_hash": "a83a01dadfa39eae035985f1ff4394bac675ca6d24c87588d946357eed79d86c", + "prepared_review_unit_hash": "d364cede85492e83c7f4b3564635184a33c0a16c89040c8d84e97ec3239174d8", "component_budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 131, - "serialized_chars": 149662, - "estimated_input_tokens": 37416, - "estimated_eval_tokens": 75088 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 136, + "serialized_chars": 153634, + "estimated_input_tokens": 38409, + "estimated_eval_tokens": 77074 }, "budget": { - "node_count": 30, - "item_count": 30, - "soft_pair_count": 59, - "serialized_chars": 89539, - "estimated_input_tokens": 22385, - "estimated_eval_tokens": 45026 + "node_count": 31, + "item_count": 31, + "soft_pair_count": 64, + "serialized_chars": 92402, + "estimated_input_tokens": 23101, + "estimated_eval_tokens": 46458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs: new model integrations, isolated bug fixes, docs-only edits, and automation/workflow changes. The soft similarities are driven by shared repo scaffolding and recurring filenames, not the same underlying bug or change.", - "confidence": 0.97, + "summary": "The cluster is heterogeneous: it mixes independent model-addition PRs, unrelated training/runtime fixes, and several separate integration-test patches. I do not see any true duplicates here; at most a few pairs are superficially similar because they touch the same broad file or share a model-family/test-fix theme.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the most central concrete change in the set: a full model addition with substantial code, docs, auto-mapping, and tests. It has the strongest structural overlap with other model-integration PRs, so it is the best anchor for this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the best overall PR anchor because it is substantial, self-contained, and representative of the shared model-registration scaffolding seen across the cluster. The other PRs are narrower fixes, drafts, or unrelated subsystem changes.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46961", "right": "pull_request:46965", "accept": false, - "reason": "Automation/workflow cleanup vs a DeepSeek V4 cache/use_cache fix; unrelated change targets." + "reason": "Unrelated changes: workflow normalization vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46933", + "accept": false, + "reason": "Different model areas: Molmo2 addition vs Gemma4 vision dtype fix." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash model work vs DeepSeek V4 behavior fix; different models and code paths." + "reason": "Different features and models; no shared bug or code path." }, { "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "wav2vec2 sdpa dispatch support vs diffusion gemma test adjustments; unrelated subsystems." + "reason": "Wav2Vec2 SDPA dispatch vs diffusion_gemma test skips are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "Both add models, but Molmo2 and Qwen3-TTS are different integrations with different code paths." + "reason": "Native FSDP2 migration vs diffusion_gemma test maintenance." }, { - "left": "pull_request:46707", - "right": "pull_request:47025", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Native FSDP2 migration vs diffusion gemma test cleanup; no shared bug or change." + "reason": "Both are model additions, but for different models and implementations." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "Batch-size split_batches fix vs torch-compile-neuron backend default; different training arguments." + "reason": "Same file, different training-args behaviors; not the same bug." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "MLU flash-linear-attention availability vs OpenVINO exporter work; different features entirely." + "reason": "MLU flash-attention availability vs OpenVINO exporter are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Qwen3-TTS and Unlimited OCR are separate model additions." + "reason": "Different model additions with no shared underlying change." }, { "left": "pull_request:44517", "right": "pull_request:47003", "accept": false, - "reason": "Qwen3-TTS model integration vs OpenVINO exporter platform work; unrelated." + "reason": "Model addition vs exporter feature work; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "TrainingArguments batch-size semantics vs FSDP2 module migration; unrelated code paths." + "reason": "Training arguments fix vs distributed FSDP2 work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition vs finegrained FP8/generation optimization work; different concerns." + "reason": "Molmo2 model add vs finegrained FP8 generation changes are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47025", + "right": "pull_request:46417", "accept": false, - "reason": "Molmo2 model addition vs diffusion gemma test fixes; unrelated models." + "reason": "Different model additions; similar scaffolding only." }, { "left": "pull_request:43451", - "right": "pull_request:46417", + "right": "pull_request:47025", + "accept": false, + "reason": "Model addition vs test skips for diffusion_gemma." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47040", "accept": false, - "reason": "Molmo2 and HunYuan VL are distinct model integrations, not duplicates." + "reason": "Qwen3-TTS model work vs CI/workflow and model-tags changes." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 sdpa support vs branch-normalization workflow; unrelated." + "reason": "Wav2Vec2 SDPA dispatch is unrelated to the workflow PR." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Model addition vs CI workflow automation; no shared underlying issue." + "reason": "Molmo2 model addition vs workflow normalization are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization PR vs OpenVINO exporter PR; completely different scopes." + "reason": "Workflow cleanup vs OpenVINO exporter; no shared bug." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47040", + "accept": false, + "reason": "Workflow cleanup vs CI/model-tag changes; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow automation vs Neuron SFT experiment files; unrelated." + "reason": "Workflow normalization vs Neuron SFT experiment; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test improvements vs workflow automation; unrelated." + "reason": "RoPE test improvements vs workflow cleanup are unrelated." }, { "left": "pull_request:46417", "right": "pull_request:46836", "accept": false, - "reason": "HunYuan VL and Unlimited OCR are separate model additions." + "reason": "Different model additions; same broad pattern, not a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model integration vs TrainingArguments batch-size fix; unrelated." + "reason": "Molmo2 addition vs training_args split_batches fix are unrelated." }, { "left": "pull_request:46417", "right": "pull_request:47003", "accept": false, - "reason": "HunYuan VL model integration vs OpenVINO exporter work; different domains." + "reason": "HunYuan VL model add vs OpenVINO exporter are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments split_batches fix vs OpenVINO exporter changes; unrelated." - }, - { - "left": "pull_request:46417", - "right": "pull_request:46965", - "accept": false, - "reason": "HunYuan VL model addition vs DeepSeek V4 cache/use_cache fix; unrelated." + "reason": "Training args fix vs exporter feature work; no overlap." }, { "left": "pull_request:46196", - "right": "pull_request:46836", - "accept": false, - "reason": "wav2vec2 sdpa dispatch vs Unlimited OCR model addition; different targets." - }, - { - "left": "pull_request:45694", - "right": "pull_request:46836", - "accept": false, - "reason": "TrainingArguments fix vs Unlimited OCR model addition; no duplicate underlying change." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47034", + "right": "pull_request:47040", "accept": false, - "reason": "RoPE test coverage vs Neuron SFT experiment; unrelated." + "reason": "Wav2Vec2 dispatch work vs CI/workflow changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46968", + "left": "pull_request:46417", + "right": "pull_request:47040", "accept": false, - "reason": "Molmo2 model addition vs docs autolink cleanup; unrelated." + "reason": "Model addition vs workflow/model-tag maintenance; not the same change." }, { - "left": "pull_request:46968", - "right": "pull_request:47003", + "left": "pull_request:45694", + "right": "pull_request:47040", "accept": false, - "reason": "Documentation autolink fix vs exporter implementation; unrelated." + "reason": "Training args behavior change vs workflow/model-tag changes." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Both mention Mamba2 OOM, but one changes model code and the other only adjusts tests/load dtype; not the same concrete fix." + "reason": "Same model family, but one changes model execution and the other only test loading kwargs." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper/audioflamingo cache-state fix vs Mamba2 OOM work; unrelated models." + "reason": "Different model bugs: Whisper/AudioFlamingo3 cache state vs Mamba2 OOM handling." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Cache initialization fix vs PEFT loading mismatch fix; unrelated." + "reason": "Whisper/AudioFlamingo3 cache fix vs PEFT load behavior are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input handling vs Whisper/audioflamingo cache fix; unrelated models." + "reason": "GLM46V input-id casting vs Whisper/AudioFlamingo3 cache fix are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "EdgeTam processor-kwarg fix vs GLM46V input casting fix; different models and bugs." + "reason": "EdgeTam integration fix vs GLM46V fix; different code paths." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "GLM46V input casting vs Mamba2 OOM test fix; unrelated." + "reason": "GLM46V fix vs Mamba2 test/runtime patch are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "DeepSeekV3.2 load-error test fix vs MiniMax-M3-VL load-error test fix; different models." + "reason": "Different model test fixes; only the failure class is similar." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "GLM OCR output mismatch fix vs Gemma3 generation-config change; unrelated." + "reason": "GLM-OCR test/model fix vs Gemma3 generation config change." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody test failures vs Gemma3 generation behavior; different code paths." + "reason": "Musicgen_melody output mismatch vs Gemma3 generation behavior." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "MusicGen Melody and GLM OCR are separate model test fixes." + "reason": "Musicgen_melody and GLM-OCR are unrelated models." }, { "left": "pull_request:46907", "right": "pull_request:46949", "accept": false, - "reason": "EdgeTam processor kwarg fix vs Whisper/audioflamingo cache fix; unrelated." + "reason": "Different models and failure modes." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam bug fix vs Gemma3 generation-utils fix; unrelated." + "reason": "EdgeTam fix vs Gemma3 generation config; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam and MusicGen Melody target different model families and bugs." + "reason": "EdgeTam integration fix vs Musicgen_melody test fix are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "EdgeTam processor fix vs GLM OCR mismatch fix; unrelated." + "reason": "EdgeTam vs GLM-OCR are different model families." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration vs Neuron SFT experiment; unrelated." + "reason": "FSDP2 infrastructure vs Neuron SFT experiment; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step 3.7 Flash model implementation vs Unlimited OCR model addition; different models." + "reason": "Step-3.7 Flash work vs Unlimited OCR model addition are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model integrations." + "reason": "Different model additions with no shared underlying bug." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model addition vs OpenVINO exporter are unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are unrelated model additions." + "reason": "VibeVoice and Molmo2 are separate model additions." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 and Step 3.7 Flash are distinct model additions." + "reason": "Molmo2 and Step-3.7 Flash are unrelated model additions." }, { "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Step 3.7 Flash model work vs OpenVINO exporter infrastructure; unrelated." + "reason": "Step-3.7 Flash model work vs exporter feature work." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47040", + "accept": false, + "reason": "Neuron compile default vs CI/workflow and model-tag changes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47040", + "accept": false, + "reason": "RoPE test improvements vs workflow/model-tag changes." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model addition vs wav2vec2 sdpa dispatch; unrelated." + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs OpenVINO exporter changes; unrelated." + "reason": "Molmo2 model addition vs OpenVINO exporter; no shared bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47040", + "accept": false, + "reason": "Molmo2 addition vs workflow/model-tag maintenance." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition vs Neuron training experiment; unrelated." + "reason": "Molmo2 model addition vs Neuron SFT experiment." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 model addition vs torch-compile backend default; unrelated." + "reason": "Molmo2 model addition vs torch-compile backend default." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." + "reason": "Molmo2 model addition vs RoPE test work are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47003", "accept": false, - "reason": "wav2vec2 sdpa support vs OpenVINO exporter work; unrelated." + "reason": "Wav2Vec2 SDPA dispatch vs OpenVINO exporter are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47034", + "right": "pull_request:47040", "accept": false, - "reason": "OpenVINO exporter project vs Neuron SFT experiment; unrelated." + "reason": "OpenVINO exporter vs workflow/model-tag changes are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47035", + "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work vs torch-compile neuron default; unrelated." + "reason": "Exporter feature work vs Neuron SFT experiment are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE tests vs OpenVINO exporter infrastructure; unrelated." + "reason": "RoPE tests vs OpenVINO exporter are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model addition vs RoPE test improvements; unrelated." + "reason": "Unlimited OCR model addition vs RoPE testing changes." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47040", + "accept": false, + "reason": "Neuron SFT experiment vs workflow/model-tag changes are unrelated." } ] }, @@ -22618,7 +22098,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22634,7 +22114,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "69ba97c99602f06d1ea230cec72e2e712beb101c436ad0aa9eba0ec5633789c3", + "prepared_review_unit_hash": "3956ccb0b6aefcabbb77dc6ca979f1df50e3b01e044d6fca99a126a636fb2e2e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22656,18 +22136,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the better representative PR in this cluster because it is a more focused, concrete model feature addition with clear code and test changes for a single capability.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the strongest standalone PR here: it introduces a specific new classification path for DINOv3 with supporting implementation and tests, making it the clearest representative of a distinct change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different code paths; this is not the same underlying bug or change." + "reason": "Different underlying changes and code paths: one adds covariate-based forecasting to TimesFM, the other adds image classification support for DINOv3. They do not look mergeable into a single PR." } ] }, @@ -22681,7 +22161,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22744,7 +22224,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22788,148 +22268,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "97afea65aff25649f61c87f1679e40de5d4f39b3f460558d6f418f9441b741f0", + "prepared_review_unit_hash": "e2712718898228af4335f40bba00668df4d05b5783a9ec31ffa461595224d86e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both add extra kwargs to the same loss call. The other pairs are just broad topical similarity (models, auto-mapping, tests, docs) and do not look like the same concrete fix.", + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs against issue 43240. The other candidate pairs touch different models/features and are not the same underlying change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical representative of the only true duplicate pair: it is the more explicit implementation of the cross-entropy kwargs fix, has an issue target, and more discussion/review context. #43254 is a narrower near-copy of the same change.", + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240, has substantially more review activity, and implements the same `fixed_cross_entropy` kwargs support as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best global representative because it addresses a concrete bug report, has the clearer issue linkage, and is the more fully reviewed version of the shared loss-function fix.", + "best_pr_reason": "PR 43251 is the strongest single representative of the duplicate pair because it is explicitly issue-linked and appears to be the more reviewed, complete version of the same loss-function fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated PRs: Mistral tokenizer method additions vs adding a new MobileLLM model. Same general repo area, different changes." + "reason": "Unrelated changes: Mistral tokenizer API additions vs adding MobileLLM model files." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different code paths: tokenizer API additions vs ExecuTorch dynamic-shape export test." + "reason": "Different areas: tokenizer method additions vs Executorch dynamic-shape export testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are model/processor related, but one is auto/processor robustness and the other is a new MobileLLM model. Not the same fix." + "reason": "Processor-loading robustness work is not the same as adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs adding a new model; no shared underlying bug or change." + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs change and Mistral4 test/model fixes are distinct changes with no concrete overlap." + "reason": "Both mention unrelated core code paths; one is cross-entropy kwargs, the other is Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test and Mistral4 fixes are separate test concerns, not one mergeable change." + "reason": "Executorch dynamic-shape export testing is not the same change as Mistral4 fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs new MobileLLM model; different features and failure modes." + "reason": "Dynamic-shape export tests and adding MobileLLM are distinct changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated model-creation vs core metaclass behavior changes." + "reason": "New model implementation and config-resolution fix are different underlying changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; same broad area but not the same concrete change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New model addition vs an agent skill/docs/model-creation scaffolding PR; not the same underlying bug or code path." + "reason": "MobileLLM addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon forward/refactor changes are unrelated to the model-creation skill PR." + "reason": "Falcon refactor and model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor and Mistral4 fixes are separate model-specific changes." + "reason": "Falcon standardized output refactor does not match Mistral4 test/model changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-family `layrnorm` rename/model conversion fix; only broad model-family similarity." + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different subsystems and bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat response parsing updates are unrelated subsystems." + "reason": "Mistral4 test fixes are not the same as serve chat parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes vs adding a TDT loss kernel; different features and code paths." + "reason": "Mistral4 tests/model changes are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 model fixes and `cls.config` resolution are unrelated core changes." + "reason": "Mistral4 work and `cls.config` resolution ordering are separate code-path changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests/fixes vs model-creation skill PR; no shared underlying bug." + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as introducing a model-creation skill file." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug: both modify `fixed_cross_entropy` to pass supported kwargs through to `nn.functional.cross_entropy`, and both target the same issue." + "reason": "Both PRs make the same concrete `fixed_cross_entropy` change: add supported kwargs/parameters and pass them through to `nn.functional.cross_entropy` for issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is correctly supported by shared file, shared issue target, and nearly identical loss-function diffs. The other pair rejections are appropriately cautious and do not overstate evidence." + "feedback": "The conclusions are grounded in the packet and stay conservative. The only clearly supported duplicate pair is PR 43251/43254: both target issue 43240, edit the same file, and implement the same `fixed_cross_entropy` argument support. The other rejected pairs are appropriately treated as unrelated based on their distinct filenames and change scopes." }, "evaluator_used": true, "retried": false, @@ -22940,7 +22420,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22956,7 +22436,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "64d11cd6698e2b37fced03084e2bdc76cd33c1783974a8d1d8fd27bcda195ee8", + "prepared_review_unit_hash": "f4b058f03f1341c21101f5bb62f8b7ad7d762b150f2ab19c9c71bddd0f62ebc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22978,18 +22458,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad GitHub Actions upgrade PRs, but they target different actions and failure modes: one updates checkout/cache/upload-artifact for Node 24 compatibility, while the other updates docker/build-push-action and related workflow actions. They are related maintenance work, not the same underlying change.", - "confidence": 0.95, + "summary": "Two workflow-dependency upgrade PRs overlap in affected GitHub Actions files, but they target different changes: one is a broad Node 24 compatibility refresh, the other is a narrower bump of docker/build-push-action and a few related workflow actions. They are not the same fix and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader workflow-actions compatibility upgrade and its title more clearly states the maintenance goal.", + "canonical_pr_reason": "PR 42975 is the broader and more representative upgrade set, spanning many workflow files and explicitly framing the change as Node 24 compatibility work.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster overall since it covers many workflow action version bumps and is the more general GitHub Actions upgrade effort.", + "best_pr_reason": "PR 42975 is the best cluster representative because it captures the wider workflow-actions maintenance effort; PR 42976 is a separate, narrower version bump focused on Docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete upgrades: 42975 focuses on checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other workflow actions. They touch overlapping workflows but not the same code-path problem." + "reason": "Both are workflow action upgrades, but they update different action families for different purposes: 42975 is a Node 24 compatibility refresh across many workflows, while 42976 mainly bumps docker/build-push-action to v6 and related actions. Shared files alone are not enough to treat them as the same underlying change." } ] }, @@ -23003,7 +22483,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23024,7 +22504,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "d60010f34e0e92464645af4870a0870d68865a6c4ae7b29a40fd572e49abe4be", + "prepared_review_unit_hash": "e3b8711eebbff7e15440df136168156de29b18eed97d621f39448f96b7417401", "component_budget": { "node_count": 4, "item_count": 4, @@ -23046,36 +22526,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are distinct model additions, not duplicates. The overlap is limited to shared repository boilerplate such as docs, auto registries, and test scaffolding; the actual model targets and code paths differ.", + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared Transformers registration/docs plumbing, so none should be treated as duplicates or merged together.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs add different models (ViT NEPA, Molmo, CTSM, Step3p7) and only overlap on shared infra files, not the same underlying change.", + "canonical_pr_reason": "No canonical PR: each PR introduces a distinct model family and code path, with only generic shared registration/documentation changes.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative for duplicate triage; 46562 is the most developed by activity, but it still addresses a different model than the others.", + "best_pr_reason": "No single best PR for deduplication; all four PRs are independent additions rather than variants of the same fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are unrelated model additions; shared auto/docs files are boilerplate, not the same fix." + "reason": "Different model families and implementations. Shared auto/docs files are expected for new model onboarding, not evidence of the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM add different model implementations with different code paths and tests." + "reason": "ViT NEPA and CTSM are unrelated model additions with different model packages and test suites; overlap is only generic Transformers scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model ports; the common files reflect registry/docs updates, not duplicate functionality." + "reason": "Molmo and CTSM are distinct architectures. Similar registration updates do not indicate a shared bug or mergeable single PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions; despite some overlapping auto-mapping/docs changes, they do not fix the same concrete problem." + "reason": "CTSM and Step3p7 are separate model releases with different files, processing/modeling code, and tests; they are not the same concrete change." } ] }, @@ -23089,7 +22569,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23124,130 +22604,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "7a3a96288ec154605a843968f2dbc393e9582290a6b09f0d7d73fbed5f836ddf", + "prepared_review_unit_hash": "77e3ef8eb001fd3d07417c507c2498b5bcf89a776e21bbb94ed105a13cc4ae41", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs; the only strong duplicate-looking pair is the YOLOS device-mismatch fixes, which target the same issue and file. The rest differ by model, subsystem, or bug shape and should stay separate.", - "confidence": 0.89, + "summary": "Mostly unrelated open PRs clustered by weak text similarity. The only substantive duplicate-looking pair is the two YOLOS fixes targeting the same device-mismatch issue; everything else is either test churn or a different subsystem/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the best representative of the duplicate YOLOS fix: it addresses the concrete runtime device mismatch in the forward path and also includes the supporting no-split-module change. pull_request:46886 is a narrower variant of the same fix.", + "canonical_pr_reason": "PR 46922 is the clearest representative of the YOLOS bugfix: it touches the same model file, targets the same issue, and includes the concrete device placement fix plus the split-module adjustment. It is more complete than 46886.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the strongest overall PR in the cluster because it fixes the specific YOLOS failure mode directly and subsumes the related auto device-map adjustment, unlike the other PRs which are clearly unrelated.", + "best_pr_reason": "PR 46922 is the best overall PR in this cluster because it is the most concrete, self-contained production fix and the only one with a clear duplicate counterpart.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only PRs, but they target different models and different failures (Whisper decoding/tests vs CLIP/ViT config tests)." + "reason": "Both are test-oriented, but they modify different models and are not the same bug/change; the overlap is just generic 'fix tests' noise." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequantization and model loading logic." + "reason": "Whisper tokenizer/test cleanup is unrelated to the FP8 dequantization/model-loading fix." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems entirely: Whisper decoding tests vs generation config validation and watermarking handling." + "reason": "Different areas and different changes: Whisper test fix vs generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test fixes and YOLOS device-mismatch fixes are unrelated model-specific problems." + "reason": "Whisper test changes are unrelated to YOLOS runtime/device placement fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both touch tests, but one is CLIP/ViT test stubbing and the other is Phimoe CI/integration setup; not the same bug." + "reason": "Both touch tests, but they address unrelated models and unrelated failure modes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits do not match the FP8 dequant/model-loading code path." + "reason": "No common underlying bug: this is test-only CLIP/ViT churn versus FP8 dequantization and loading changes." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No shared concrete failure: model config tests vs generation watermarking validation." + "reason": "Test noise in CLIP/ViT is not the same as generation configuration validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and fixes; the similarity is only superficial test/model code touch." + "reason": "Unrelated test edits versus a YOLOS model runtime fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading changes are unrelated to Phimoe CI runner memory/device setup." + "reason": "Distinct fixes: FP8 dequantization/model loading versus Phimoe integration test infrastructure." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: quantization/dequant loading vs generation configuration validation." + "reason": "Different code paths and different bugs; no plausible single merged PR." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization fixes and YOLOS device placement are separate bugs." + "reason": "FP8 quantization/dequantization changes are unrelated to YOLOS device mismatch behavior." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration test infrastructure are unrelated." + "reason": "Generation watermarking validation and Phimoe CI/device-map test fixes are separate problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different runtime issues; no shared concrete fix." + "reason": "These are different model/runtime bugs in different subsystems." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-map test infrastructure is not the same underlying bug as YOLOS mid-position embedding placement." + "reason": "Phimoe integration-test/CI fixes are unrelated to YOLOS model device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same YOLOS device-mismatch issue on the same file and same explicit target (46869); both changes address the same concrete failure path and could plausibly be merged into one PR." + "reason": "Both target the same YOLOS device-mismatch issue in the same file and the same issue; 46922 looks like the fuller version with the concrete tensor-to-device fix plus the no-split-module adjustment." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only clearly duplicate-looking pair is the YOLOS fixes (46886/46922), which share the same file and target the same issue; the other pairwise rejections are well-supported by different models, subsystems, or bug shapes. No overstatement stands out." + "feedback": "The summary is grounded in the packet: most pairs are clearly cross-model/test/CI churn, and the only supported duplicate-looking pair is 46886 vs 46922, which share the same YOLOS file and issue target. The conservative reject decisions are fine, and the mergeability judgment for the YOLOS pair is plausible because 46922 is a fuller version of the same bugfix rather than a different change." }, "evaluator_used": true, "retried": false, @@ -23258,7 +22738,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23277,12 +22757,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "917daa183669b57e36a7f5ac3c2b228b2da406b1ed7fa002ef6292511d27191d", + "prepared_review_unit_hash": "28688c34ae7fa47f0aa712816ad1b15777f9cee12e6dc5493388821969624713", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -23290,7 +22770,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -23299,30 +22779,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' test/demo PRs. They all have superficial similarity, but each changes a different area of the repo, so none should be merged as duplicates.", - "confidence": 0.96, + "summary": "All three PRs are unrelated test/CI-bot changes and should not be clustered as duplicates; none fixes the same concrete code-path problem.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43532 is the broadest and most representative of the cluster\u2019s test/CI demo changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "It is only a weak placeholder canonical: the three PRs do not fix the same concrete problem or implement the same change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46747", + "right": "pull_request:43532", "accept": false, - "reason": "Different changes: #43488 is a setup/dependency/version bump with a Vit test tweak, while #46747 only changes the PR security-gate workflow. No shared code-path or mergeable common fix." + "reason": "43488 changes setup/dependency metadata and a ViT test; 43532 rewrites several GitHub workflows plus testing utilities. They do not address the same underlying bug or mergeable change." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46747", "accept": false, - "reason": "#43488 is about packaging/version/dependency table changes; #43532 is about workflows, testing utilities, and a Vit test. The shared test filename is incidental, not the same underlying bug/change." + "reason": "43488 is about pytest dependency/version/test scaffolding, while 46747 changes the PR security-gate workflow trigger. Different subsystem and different change intent." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "#43532 spans workflow/test utility updates and a test file, but #46747 only edits the PR security-gate workflow. They are different CI changes with different intent and code paths." + "reason": "43532 updates comment/scheduled/slack workflows and test utilities; 46747 only changes the security-gate workflow from pull_request_target to pull_request. Related area, but not the same concrete fix." } ] }, @@ -23336,7 +22816,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23352,12 +22832,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "eece3935d47f91dd761df227e50132568bf0a121ea89472c872a554fd5f40f9e", + "prepared_review_unit_hash": "8c9700c6778c9b70a40eda2f7e30009b37874e52356abaac510f4b04bc0d0286", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23365,7 +22845,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23374,18 +22854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: both add new pipeline-related docs/code, but one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation, with different pipeline classes and different model/test integrations.", + "summary": "These are related multimodal pipeline feature PRs, but they implement different segmentation tasks and different model integrations, so they are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with a different code path and model set.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43613 is the more substantial standalone PR, with broader model/test coverage and a clearly defined visual-segmentation code path; pull_request:43612 is a separate concept-segmentation addition, not a duplicate.", + "best_pr_reason": "43613 is the better representative only in the sense that it is the broader/more integrated pipeline addition, but it is still a distinct feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying changes: concept segmentation vs visual segmentation. The overlap is mostly boilerplate/docs/registration; they do not target the same concrete bug or code path, so they should not be merged as duplicates." + "reason": "Different pipeline features: concept segmentation vs visual segmentation. They share documentation/pipeline scaffolding, but target different underlying tasks and models, so they should not be merged as duplicates." } ] }, @@ -23399,7 +22879,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23415,7 +22895,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "26f377ca772e361c2ca5d3704d14ee2e8b39ae43441d2c49de38a71efeb7cc7b", + "prepared_review_unit_hash": "6c2aed5c4ccca641ccab0db756f7c4fca980433ff6b01c41fc195f9d31f33f3d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23437,18 +22917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py` but fix unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for PEFT/custom trainers. Shared file alone is not enough to treat them as duplicates.", - "confidence": 0.96, + "summary": "Both PRs modify `src/transformers/trainer.py`, but they address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other changes column filtering/signature inspection. They are related in broad area only, not the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a duplicate/canonical representative of the other; they target different code paths and could be merged independently.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different behaviors: 43651 adjusts loss normalization during training, while 43663 refactors input-signature column filtering. Same file, but not the same bug/change." + "reason": "Different concrete changes and code paths: `_loss_is_scaled_for_ga` affects training loss scaling, while `_get_signature_columns` affects dataset column filtering/signature handling. They are not mergeable as one PR and do not fix the same bug." } ] }, @@ -23462,7 +22942,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23478,12 +22958,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f9a0502e8d58276da58810ee2965909a1e9881a6f1a037b1bba80a6da604bd6a", + "prepared_review_unit_hash": "41b0ce12673e61e31368e80554a50ec4c765eb4af96b4a2ab932afbcd1985cdf", "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 }, @@ -23491,7 +22971,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23500,35 +22980,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same runtime TypeAdapter annotation failure in src/transformers/cli/serve.py; 43842 is the more focused fix, while 43656 is a broader typing cleanup around the same code path.", - "confidence": 0.84, + "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter NameError, but they appear to be different fixes rather than one exact duplicate.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR 43842: it directly addresses the TypeAdapter NameError when pydantic is unavailable by moving the import under TYPE_CHECKING and quoting the annotation, making it the tighter fix for the reported runtime bug.", + "canonical_pr_reason": "PR #43656 is the broader, higher-activity fix for the TypeAdapter NameError in the CLI and looks like the main candidate to represent this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it is the most explicit, minimal correction for the concrete failure mode; PR 43656 is related but broader and less directly scoped.", + "best_pr_reason": "PR #43842 most directly addresses the optional-pydantic TypeAdapter crash path by guarding the import under TYPE_CHECKING and quoting the annotation.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Same underlying serve.py TypeAdapter NameError in the CLI, and the two fixes are compatible enough that they could plausibly be combined into one PR." + "accept": false, + "reason": "They share the same file and symptom, but the changes are not clearly the same underlying fix: #43656 modernizes annotations with __future__ annotations, while #43842 specifically guards TypeAdapter for the missing-pydantic case. Related, but not a confident duplicate." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: both PRs are in src/transformers/cli/serve.py and the packet supports treating them as alternative fixes for the same TypeAdapter NameError. The soft-pair verdict is conservative enough here because the changes are compatible and could be combined in one PR, even if 43656 is broader." - }, - "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 }, { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23594,7 +23071,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -23706,20 +23183,20 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "20769dffad22993f340d151e961f32da8368a1395aa22cf77e56a4f1056f0385", + "prepared_review_unit_hash": "f8484a292db1392ec5359dcb7811f7c0b665e4489dfbfbe6d08725fc982710d2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75096, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -23728,360 +23205,432 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of parallel model-by-model refactors for standardized output tracing around issue 43979, not one single bug fix. The only clear duplicate-like overlaps are within the same model code paths, especially GPT-J/GPT-Neo variants.", - "confidence": 0.8, - "canonical_issue_reason": "43979 is the umbrella tracking issue for the standardized output-tracing refactor family, and many of the PRs explicitly target it.", - "canonical_pr_reason": "44722 is the strongest representative PR in the cluster: it is the latest GPT-J/CodeGen refactor, hits the same model code path as nearby GPT-J variants, and appears to be the most complete version of that subcluster.", - "best_issue_reason": "No issue artifact is present in the items, so 43979 is best treated as the organizing issue inferred from the PR targets.", - "best_pr_reason": "44722 is the best overall PR exemplar because it is later, issue-linked, and captures the same GPT-J output-tracing refactor as the overlapping GPT-J PRs while also covering CodeGen.", + "summary": "This is a broad cluster of parallel model-specific refactors for the standardized output-tracing framework around #43979, not a single duplicate bug fix. Most soft edges cross unrelated models and should be rejected; only the GPT-J/CodeGen and GPT-Neo pairings look like the same underlying change family.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR covers the whole cluster, but pull_request:44722 is the best anchor: it is an explicit #43979 follow-up, touches the same GPT-J/CodeGen output-tracing path as the earlier GPT-J PRs, and most cleanly represents the shared refactor style.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the strongest representative of the cluster\u2019s shared output-tracing refactor pattern, with explicit issue linkage and overlapping GPT-J/CodeGen code paths; the other items are mostly separate model ports rather than duplicates of one PR.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; sharing the same refactor theme and issue target is not enough." + "reason": "Different models and different code paths; only the umbrella refactor theme matches." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families (FNet/CVT vs DeBERTaV2); only the umbrella issue is shared." + "reason": "Different model families; both target output tracing, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing code path in modeling_gptj.py; one PR is just a broader variant of the other." + "reason": "Same GPT-J output-tracing refactor family on the same file path; these could plausibly be merged into one change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models; both are output-tracing refactors but not the same concrete change." + "reason": "Different models and different implementation paths; same project-wide pattern only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Both are output-tracing refactors, but they touch unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths; same refactor pattern only." + "reason": "GPT-J/CodeGen versus EfficientNet; same framework idea, different underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + "reason": "Different model families and unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models; no shared code path." + "reason": "GPT-J/CodeGen versus MGP-STR; too different to be the same underlying fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated model implementations." + "reason": "Different models; only the shared output-tracing refactor pattern matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file and are effectively overlapping revisions." + "reason": "Same GPT-Neo output-tracing refactor on the same model family and files; likely duplicate or follow-up of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; same umbrella theme but not the same code path." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J; same family of refactor, but not the same underlying change." + "reason": "Different model families and different affected code." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are different code paths." + "reason": "ResNet versus GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + "reason": "Different model families and different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different concrete implementations." + "reason": "ResNet and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model code paths." + "reason": "GPT-Neo versus ResNet; same refactor theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated; only the high-level refactor theme matches." + "reason": "ResNet versus MPT; no shared concrete bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; similar pattern, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and different refactor targets." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; same umbrella refactor but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated model code." }, { "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different output-tracing implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J; same theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; not the same underlying fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; not the same concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; similar refactor style, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "SegFormer versus GPT-J/CodeGen; unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; same umbrella refactor only." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." + "reason": "GPT-Neo versus MPT; different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models." + "reason": "RegNet versus VisualBert; not the same underlying change." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "VisualBert and Flaubert/XLM are unrelated refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MGP-STR are different models." + "reason": "GPT2 versus MPT; same refactor family only." }, { - "left": "pull_request:44098", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated implementations." + "reason": "MPNet versus Flaubert/XLM; different model-specific code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete code paths." + "reason": "GPT2 and GPT-Neo are distinct model implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT2; same theme, different concrete code." + }, + { + "left": "pull_request:44010", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated models." + "reason": "SqueezeBert versus GPT-J/CodeGen; unrelated model code." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer and LongT5 are different code paths." + "reason": "SegFormer versus GPT-Neo; not the same bug/change." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer and VisualBert are unrelated models." + "reason": "SqueezeBert versus GPT-Neo; different model code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and MPT are unrelated code paths." + "reason": "SqueezeBert versus DeBERTa; same framework theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "MPT and ImageGPT are different model implementations." + "reason": "DeBERTa versus TextNet; different model-specific changes." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated models." + "reason": "TextNet and LongT5 are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different code paths." + "reason": "RegNet versus SegFormer; different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "RegNet versus MPNet; unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different models." + "reason": "MPT versus SpeechT5; different model code." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "FNet/CVT and Segformer are different model families." + "reason": "RegNet versus LongT5; same refactor theme only." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "MPT versus ImageGPT; not the same underlying change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "TextNet versus Flaubert/XLM; unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "RegNet versus GPT-Neo; same broad refactor idea only." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are unrelated model implementations." + "reason": "SqueezeBert versus MPT; different models and code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and Flaubert/XLM are different concrete changes." + "reason": "SqueezeBert versus VisualBert; same theme only." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated code paths." + "reason": "RegNet versus TextNet; unrelated model-specific changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "ResNet and MPT are different model families." + "reason": "SqueezeBert versus GPT-Neo; different underlying code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated code paths." + "reason": "MPT versus SpeechT5; not the same fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MPT are different models." + "reason": "RegNet versus SpeechT5; same umbrella refactor only." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated implementations." + "reason": "CVT/FNet versus LongT5; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and Segformer are different model code paths." + "reason": "CVT/FNet versus SegFormer; not the same underlying bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are unrelated models." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different code paths." + "reason": "SqueezeBert versus DeBERTa; different model-specific refactors." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and Vits are unrelated model implementations." + "reason": "DeBERTa versus TextNet; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family on the same underlying code path; 44722 is the broader later variant." + "reason": "Same GPT-J/CodeGen standardized-output-tracing change family, with overlapping files and the same concrete refactor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in modeling_gptj.py; 44722 is the broader variant that subsumes the same change." + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; they could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models." + "reason": "GPT-J versus SpeechT5; only the high-level refactor pattern matches." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different code paths." + "reason": "CVT/FNet versus ResNet/RegNet; different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated models." + "reason": "CVT/FNet versus SpeechT5; unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTaV2 and Vits are unrelated model implementations." + "reason": "DeBERTa versus SpeechT5; different concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: 43979 is clearly the shared umbrella target across many PRs, and 44722 is a reasonable representative because it is later, issue-linked, and spans both GPT-J and CodeGen. The soft-edge decisions are mostly conservative and the accepted pairs are plausibly mergeable as overlapping revisions of the same output-tracing bugfix within the same model code paths." + "feedback": "The summary is grounded in the packet: it correctly treats this as a broad standardized-output-tracing cluster around #43979, with 44722 as the best anchor and most other PRs as separate model-specific ports. The accepted soft edges are conservative enough because the paired PRs do share the same model family/code path and look mergeable into one bugfix, while the rejected cross-model pairs are appropriately kept separate." }, "evaluator_used": true, "retried": false, @@ -24092,7 +23641,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24119,70 +23668,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f3bddcf8f81f7b7e4553a86d6b906b62cc5546e91429cb580876d45675123a57", + "prepared_review_unit_hash": "85eb8f1038842a77034dd817d6481373b6a90094b098441daee5d78c1f0e5356", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A cluster of model-specific PRs refactoring output tracing to standardized capture_outputs/can_return_tuple patterns. They are thematically similar, but each touches a different model and code path, so they are not duplicates of the same concrete change.", - "confidence": 0.84, + "summary": "These are all pull requests for the same broad migration pattern\u2014standardized output tracing / capture decorators\u2014but they target different model implementations and code paths. No issues are present, and none of the soft pairs look like duplicates of the same concrete fix/change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest canonical representative: it is a focused output-tracing refactor, has an explicit issue target, and includes a substantial implementation change rather than only import/decorator plumbing.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it is a focused, model-specific output-tracing refactor with the standardized decorator pattern and a clean, descriptive scope.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall fit because it is concrete, self-contained, and directly tied to a tracking issue; the other PRs are similar refactors but for different model implementations.", + "best_pr_reason": "PR 44073 is the best cluster anchor because it most directly captures the shared refactor theme without relying on broader scope, tests, or an issue link.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized output-tracing refactors, but for different model families (FocalNet vs ImageGPT) and different classes/forward paths; not the same underlying bug or mergeable into one PR." + "reason": "Different models (FocalNet vs ImageGPT); same refactor style, but not the same underlying code-path or mergeable change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations with different output contracts; this is a shared refactor pattern, not one concrete code-path fix." + "reason": "Different models (VisualBert vs TextNet); both migrate output tracing, but they fix separate implementations." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different encoder stacks and tracing hooks; they are similar cleanup PRs, not duplicates of the same change." + "reason": "MPNet and VisualBert are separate code paths; the similarity is only the shared output-capture refactor pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet is only a broad output-tracing modernization theme; the code paths and model-specific hook mappings differ." + "reason": "MPNet and TextNet are unrelated model implementations; not the same concrete bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated architectures and forward implementations; no shared concrete bug or patch to merge together." + "reason": "RegNet vs SqueezeBert: same migration theme, but distinct model-specific refactors that should stay separate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both adjust output collection, but they are separate model-specific refactors with different APIs and internals, so they are not duplicates." + "reason": "SqueezeBert and SpeechT5 touch different output-tracing code paths; shared framework pattern is not enough to merge them." } ] }, @@ -24196,7 +23745,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24262,274 +23811,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f9b48bb67c0197c3ef5bb26685902bf8a6be6aebdbf38975bcebdf6f51c5e395", + "prepared_review_unit_hash": "55a7408a0263826bfe094f50f27ec86ff637fb92a59fd7f5c78333a17685c815", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate output-tracing refactors across unrelated model families. They share a maintenance theme, but not the same concrete bug or code-path, so I do not treat any pair as duplicates.", - "confidence": 0.94, + "summary": "These are not duplicate PRs; they are separate output-tracing refactors applied to different model families. The similarity is mostly thematic (adding can_return_tuple / output-capturing plumbing), not the same concrete bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the set: it makes the broadest output-tracing plumbing change and spans two closely related Mamba-family implementations.", + "canonical_pr_reason": "PR 44003 is the broadest and most implementation-heavy example in this cluster: it spans both Mamba and FalconMamba and introduces the output-capturing plumbing, so it is the best single representative of the shared refactor theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of this cluster because it is the most substantive and central example of the refactor pattern here.", + "best_pr_reason": "44003 is the most globally representative PR here because it has the widest scope and the most substantive tracing infrastructure changes; the other PRs are narrower, model-specific variants of the same refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files (timm_backbone vs upernet); same refactor pattern only, not the same concrete change." + "reason": "Different model families (timm_backbone vs upernet); same refactor theme, not the same code path or bug." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and files (timm_backbone vs vision_text_dual_encoder); only a shared output-tracing theme." + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); this is a similar tracing refactor, not a duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different code paths in unrelated models (timm_backbone vs univnet); not the same underlying bug/change." + "reason": "Different models and architectures; both are output-tracing cleanups, but not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and model families (timm_backbone vs mamba/falcon_mamba); same maintenance pattern only." + "reason": "timm_backbone and mamba/falcon_mamba are unrelated code paths; similarity is only at the refactor pattern level." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and implementations (timm_backbone vs rwkv); not a duplicate fix." + "reason": "Unrelated models (timm_backbone vs rwkv); shared theme does not make this the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths; both refactor output handling but do not fix the same issue." + "reason": "MobileNetV1 and UnivNet are unrelated implementations; both change output tracing, but not the same bug or feature." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files (mobilenet_v1 vs upernet); shared refactor theme is too broad to merge as one duplicate." + "reason": "Different subsystems and model families; too broad to be duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are unrelated model families; not the same underlying bug or change." + "reason": "MobileNetV1 and DepthAnything are different model stacks; these are separate refactors." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and code paths (mobilenet_v1 vs vision_encoder_decoder); only superficial similarity." + "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated code paths; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated; not the same fix." + "reason": "MobileNetV1 and SpeechEncoderDecoder are distinct models; same high-level refactor, not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text Dual Encoder and UnivNet are unrelated; both use can_return_tuple-style refactors, but not the same bug." + "reason": "VisionTextDualEncoder and UnivNet are unrelated; the overlap is only in output-tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and files (vision_text_dual_encoder vs upernet); not a duplicate change." + "reason": "Different model families and concrete code paths; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-Text Dual Encoder and Mamba-family code paths are unrelated; same refactor motif only." + "reason": "VisionTextDualEncoder and Mamba/FalconMamba are unrelated architectures; this is only a similar refactor style." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (vision_text_dual_encoder vs depth_anything); not the same underlying change." + "reason": "VisionTextDualEncoder vs DepthAnything are different model families; no shared bug or merged PR scope." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model code paths; not a duplicate bug fix." + "reason": "UnivNet and UperNet are different models; the change pattern is similar but the code paths are not." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet and Mamba-family changes address different implementations; only broad output-tracing similarity." + "reason": "UnivNet and Mamba/FalconMamba are unrelated; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are unrelated; same pattern, different code paths." + "reason": "UnivNet and DepthAnything are separate model implementations; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated models; not the same concrete issue." + "reason": "UperNet and RWKV are unrelated code paths; too broad to treat as duplicate PRs." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba-family code are different subsystems; not mergeable as one duplicate fix." + "reason": "UperNet and Mamba/FalconMamba are different architectures; not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family and SuperPoint are unrelated; same refactor theme only." + "reason": "FalconMamba/Mamba and SuperPoint are unrelated models; only the tracing refactor pattern is shared." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family output tracing changes and CodeGen output tracing changes affect different model code paths; not the same change." + "reason": "Mamba/FalconMamba and CodeGen are different code paths; similar API cleanup, not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated; they do not fix the same underlying issue." + "reason": "timm_backbone and CodeGen are unrelated model families; the overlap is just the refactor theme." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model families and implementations; no shared concrete bug." + "reason": "UnivNet and CodeGen are unrelated; not the same bug or change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated code paths; only the refactor style matches." + "reason": "UperNet and CodeGen are different model implementations; no duplicate evidence beyond broad similarity." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-Text Dual Encoder and CodeGen are unrelated models; not a duplicate pair." + "reason": "VisionTextDualEncoder and CodeGen do not share a concrete code path; similar output-tracing cleanup only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are different model families; same output-tracing cleanup theme only." + "reason": "DepthAnything and VisionEncoderDecoder are distinct model families; these are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated code paths; not the same bug/change." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths; not mergeable into one fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different model implementations; only broad similarity in output handling." + "reason": "DepthAnything and SuperPoint are different models; only the output-tracing pattern overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated models; not a duplicate fix." + "reason": "DepthAnything and RWKV are unrelated architectures; not the same underlying bug or feature." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different model code paths; same refactor theme only." + "reason": "DepthAnything and DPR are separate model stacks; similarity is too shallow for duplication." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision-Encoder-Decoder and RWKV are unrelated; no shared concrete bug." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are related wrapper patterns but still distinct code paths and changes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Vision-Encoder-Decoder and Speech Encoder-Decoder are similar wrappers but still different concrete code paths and files." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated models; not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and SuperPoint are unrelated model families; not the same change." + "reason": "VisionEncoderDecoder and RWKV are unrelated architectures; no duplicate relation." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are unrelated implementations; not a duplicate pair." + "reason": "VisionEncoderDecoder and DPR are separate models; similar refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models; same refactor motif only." + "reason": "SpeechEncoderDecoder and SuperPoint are different code paths; broad similarity is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech Encoder-Decoder and RWKV are different code paths; not the same underlying bug/change." + "reason": "SpeechEncoderDecoder and RWKV are unrelated model families; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR are unrelated model families; not a duplicate fix." + "reason": "SpeechEncoderDecoder and DPR are separate implementations; not the same bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; no shared concrete issue." + "reason": "SuperPoint and RWKV are unrelated; shared output-tracing cleanup does not make them duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model code paths; not mergeable as one fix." + "reason": "SuperPoint and DPR are different models and code paths; no duplicate evidence." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model families; only the output-tracing refactor style matches." + "reason": "RWKV and DPR are unrelated model families; this is only a similar refactoring theme." } ] }, @@ -24543,7 +24092,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24559,12 +24108,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "61401d655252433fd7eeaf00573644d740052924175f480b4c4112c0b39aff66", + "prepared_review_unit_hash": "c8ee03e396eea841c88a181f16f124eba8da3c1d5e98fc720d6158da4f14cba8", "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 }, @@ -24572,7 +24121,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24581,18 +24130,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on standard Transformers boilerplate (docs, auto registries, model package wiring). They add different model families and do not fix the same concrete code path.", - "confidence": 0.96, + "summary": "These are unrelated model-addition PRs: one introduces PenguinVL, the other adds Voxtral TTS. The overlap is only in shared Transformers registry/docs boilerplate, not a shared underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative of the cluster because it is more focused, explicitly tied to an issue, and has a narrower, self-contained Voxtral TTS implementation.", + "canonical_pr_reason": "No canonical PR: the two pull requests implement different models and different code paths, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone PR: it has an explicit target issue, a coherent scope, and a clearly bounded model-support change. PR #44662 is larger and unrelated to it.", + "best_pr_reason": "No single best PR for the cluster; both are distinct feature additions, though 45401 is slightly more self-contained because it has an explicit issue link.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Do not merge: they add different models (PenguinVL vs Voxtral TTS). Shared files are only generic registry/docs plumbing, not the same underlying bug or change." + "reason": "Reject: PenguinVL and Voxtral TTS are separate model integrations with different configs, modeling code, and tests. Shared filenames are generic auto-registry/docs files, which is not enough to treat them as the same change." } ] }, @@ -24606,7 +24155,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24622,12 +24171,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "2780d2e768d80fbedcf78032f46e16b1e40bcb092746dc330e344fe8f67b4b6a", + "prepared_review_unit_hash": "f8c8814edf3fa82cb70bad7122e2ebb3e2cbd9aa13c36c7c8fedb603fc6db480", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24635,7 +24184,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24644,18 +24193,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are not duplicates: one rewires the PR documentation workflow to convert PRs to draft, while the other tweaks CI branch routing and includes an unrelated placeholder code change in `modeling_utils.py`. They do not appear to fix the same bug or implement the same change.", - "confidence": 0.98, + "summary": "These two open PRs are not duplicates: one is a workflow change to convert PRs to draft, while the other is a CI/branch experiment with an unrelated code edit in modeling_utils. They do not appear to target the same concrete bug or change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present, so there is no canonical issue target. As a PR representative, `#46845` is the better anchor because it has broader context and a more substantial CI-related change set, but it is still unrelated to `#44965`.", + "canonical_pr_reason": "PR #46845 is the more substantive and coherent of the two because it centers on the CI caller/branch change, whereas #44965 is a vague placeholder-style workflow edit with little clear intent.", "best_issue_reason": null, - "best_pr_reason": "`#46845` is the most representative PR in the cluster because it has more discussion and touches the main CI path, whereas `#44965` is a small workflow-only change. Neither should be treated as a duplicate of the other.", + "best_pr_reason": "PR #46845 is the best representative of the cluster despite its rough diff, since it has a clearer CI-related purpose and more discussion activity than #44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different underlying changes: `#44965` changes the PR documentation workflow to convert PRs to draft, while `#46845` changes CI branch selection and adds an unrelated code edit. They do not appear mergeable as one fix." + "reason": "Different changes: #44965 modifies a workflow to convert PRs to draft, while #46845 changes the PR CI caller/branch setup and also contains an unrelated modeling_utils edit. They do not fix the same concrete problem and would not plausibly merge into one PR." } ] }, @@ -24669,7 +24218,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24685,12 +24234,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0130d286cf3ab76063dc525ffafa85d74a0eebb4f4a6189e3a2df06bff309283", + "prepared_review_unit_hash": "5662205aea891dc194fe39429e3c30825dce86af3b30d18a3cdf2d9dd8772d27", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24698,7 +24247,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24707,18 +24256,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to fusion, but they are not the same change: #44979 introduces a generic module-fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They share theme, not a concrete code path.", - "confidence": 0.93, + "summary": "The two PRs are related by the general theme of module/kernel fusion, but they target different layers and are not the same change. PR #44979 introduces a new generic Module Fusion API and tests; PR #45363 wires n-to-1 kernel fusion into KernelConfig and model loading/integration code. They could complement each other, but they are not mergeable as one duplicate PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #44979 is a foundational API addition, while #45363 is a narrower integration built around that idea and does not appear to be a duplicate of it.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it plumbs fusion through KernelConfig, integration hooks, and model loading, with a usage example. It appears to be the more complete implementation rather than just the underlying API scaffold.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the more central and reusable change; it defines the module fusion abstraction that a later integration PR would build on.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it describes an actionable kernel-fusion feature with explicit integration points and a working example, whereas #44979 is mainly the lower-level API foundation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different levels of the stack: generic module-fusion API vs a specific KernelConfig-based kernel-fusion integration/example. Related, but not mergeable as one duplicate PR." + "reason": "Related area, but not the same underlying change. #44979 adds a generic module-fusion API and tests; #45363 implements n-to-1 kernel fusion via KernelConfig and integration plumbing. They touch different code paths and would not plausibly be merged into one duplicate PR." } ] }, @@ -24732,7 +24281,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24748,12 +24297,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "eb4b8714e20c7044c6f0b93a8b944240da709720f69527a83e3448255ccb3383", + "prepared_review_unit_hash": "e5a953c0802707bb32b1109992b0cd1a35fa39c8bbe72ffe38324fb6f62f0d02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -24761,7 +24310,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -24770,18 +24319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex AttributeError fix in `src/transformers/tokenization_utils_tokenizers.py` and share the same issue target; `45317` is the more complete version because it adds test coverage.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "`45317` is the stronger representative PR: it implements the same code fix as `45086` and also adds a test file, making it the more complete change set.", - "best_issue_reason": null, - "best_pr_reason": "`45317` is the best PR for the cluster because it covers the same underlying bug fix with additional tests, so it is the most suitable single reference for the change.", + "summary": "Both pull requests are the same fix for the Mistral regex pre-tokenizer AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests, while 45086 is the earlier code-only variant.", + "confidence": 0.98, + "canonical_issue_reason": "Both PRs explicitly target the same underlying bug tracker, issue #45081, so that is the shared canonical issue reference for the cluster.", + "canonical_pr_reason": "PR #45317 is the best canonical PR because it contains the same code-path fix as #45086 plus test coverage, making it the more complete and likely final version of the patch.", + "best_issue_reason": "Issue #45081 is the only shared issue reference and cleanly represents the underlying bug, but no issue artifact is present in this cluster.", + "best_pr_reason": "PR #45317 is the strongest representative of the fix because it implements the same patch as #45086 and adds verification in tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same file, same issue target, and the second PR is just the more complete variant with tests; these are duplicates of the same change." + "reason": "Same underlying bug and same concrete patch in the same file; the second PR just adds tests, so these are duplicate fix attempts for the same code-path problem." } ] }, @@ -24795,7 +24344,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24811,12 +24360,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1db25c72be192eb0e642ff4b759f0467ff12fff34d64e7efb5f07458af63311a", + "prepared_review_unit_hash": "bf044e538aa2215c11b46e353cac0df5cae0ed38dcf2234b34c8ee210e35558a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24824,7 +24373,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24833,18 +24382,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the NemotronH area overlap on shared model files, but they target different changes: one is a refactor to inherit GraniteMoeHybrid and add conversion mappings, while the other introduces separate NemotronH dense/sparse model variants and docs. They are related but not duplicates.", - "confidence": 0.9, + "summary": "These are related NemotronH model-family PRs, but they are not the same change: one is a narrow refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid, while the other is a broader implementation split that adds NemotronHDense/NemotronHSparse docs, auto-mappings, configs, and tests. Shared base files are expected and do not indicate duplicate PRs.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If forced to pick one PR as the primary anchor, 45569 is broader and more complete, covering the concrete productization of NemotronH into dense/sparse variants plus docs and auto-mapping updates.", + "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it represents the more complete user-facing model-family change, adding the dense/sparse variants plus docs, auto mappings, and tests. PR #45115 is a narrower refactor/conversion-mapping step that overlaps only at the base NemotronH implementation level.", "best_issue_reason": null, - "best_pr_reason": "45569 is the better global candidate because it is the larger, more user-facing implementation with explicit new model families, documentation, and tests. 45115 is narrower and mainly a refactor/conversion-mapping change.", + "best_pr_reason": "PR #45569 is the strongest representative because it covers the broader end-state behavior and packaging of NemotronH rather than only internal inheritance and checkpoint conversion renames.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: 45115 focuses on inheritance/conversion-key renames, while 45569 adds distinct dense/sparse model packages and docs. They do not look like the same underlying code change and would not plausibly merge as one PR." + "reason": "Different concrete scope: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion-key renames, while #45569 introduces the dense/sparse model split with docs, auto-mapping, and tests. They overlap in shared model files but are not mergeable as one single fix." } ] }, @@ -24858,7 +24407,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24874,7 +24423,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "01317ef4f18c5039b2b461224d9d5d8a32b96997c67eb1fb12ba1c59e801c3dd", + "prepared_review_unit_hash": "17de96468c1c607bb434b64bbad69d1310278169a10dd942780cf7027ac055cb", "component_budget": { "node_count": 2, "item_count": 2, @@ -24896,18 +24445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are closely related heterogeneous-configuration work, but one is a broader model-support implementation and the other is a narrower config-only slice. They overlap on shared configuration files and docs, yet they are not the same concrete change.", - "confidence": 0.84, + "summary": "Two open PRs share a heterogeneous-configuration feature area, but they are not the same change: #45333 is config-only, while #45332 adds broader heterogeneous model support including per-layer modeling, cache, masking, and extra integration code. They overlap in shared config/docs/tests files, but the concrete code-path scope differs enough that they should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete change: it includes heterogeneous config support plus modeling, masking, cache, skip, and model integration updates, so it subsumes the narrower config-only work.", + "canonical_pr_reason": "#45332 is the broader, more complete change set: its title and file list cover heterogeneous model support beyond configuration, including modeling, cache, masking, and integration utilities. #45333 is a narrower per-layer configuration-only PR that appears to be a subset/slice rather than the same PR.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it covers the full heterogeneous-model feature set and incorporates the shared configuration/doc pieces that PR #45333 focuses on.", + "best_pr_reason": "#45332 is the best representative of the cluster because it subsumes the configuration work in #45333 and covers the larger end-to-end heterogeneous modeling feature. #45333 is narrower and better viewed as a partial or preparatory implementation, not the cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related, but not the same underlying PR. #45333 is a config-only subset while #45332 adds broader modeling and runtime integration changes, so they should not be merged as duplicates." + "reason": "Reject: despite overlapping docs/config/tests, #45332 adds heterogeneous model support and multiple runtime components, while #45333 is only per-layer configuration. They do not look like the same concrete fix and would not cleanly merge into one PR." } ] }, @@ -24921,7 +24470,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24937,7 +24486,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "e9e0c09a0f5f0fd41782355d2c1d8713b2b75826b58432db5edbda976461f31c", + "prepared_review_unit_hash": "399ae801cf319e4d43f39130af5aa6d5b6694fa52ce02556370a45fa8796f4a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -24959,18 +24508,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-focused and overlap in a few files, but they address different scopes: 45415 is a broad type-checking sweep across many transformers modules, while 45425 adds specific typing protocols/aliases and updates a smaller set of code paths around modeling_utils and related integrations. They are related, but not the same change set.", - "confidence": 0.9, + "summary": "Both PRs are typing-related and touch some of the same files, but they are different changes: one is a broad repo-wide type-checking rollout, the other adds focused typing protocols/aliases and related refinements. They are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 45415 is a broad repository-wide typing cleanup, whereas 45425 is a narrower typing refactor for specific interfaces and modeling_utils-related annotations.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it updates type-checking policy and applies type-checking annotations across many transformer modules, making it the most representative artifact for this cluster.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative because it is more self-contained and specific; 45415 is a large umbrella typing pass that touches many unrelated files.", + "best_pr_reason": "PR 45415 is the best single representative for the cluster because it captures the main repo-wide typing effort rather than a narrower helper-type refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough to make these duplicates. 45415 is a broad mypy/type-checking enablement PR, while 45425 introduces concrete typing aliases/protocols and targeted fixes for specific modules. They would not plausibly merge as one single change." + "reason": "They share a typing theme and a few filenames, but the concrete changes differ: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols/type aliases and targeted fixes. These are not the same underlying bug or change and would not naturally merge into one PR." } ] }, @@ -24984,7 +24533,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25000,7 +24549,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c4ca9af17cc81199a582c4ff69b38fa66061f2244cf56eb89e24e2aa753803c1", + "prepared_review_unit_hash": "f9a960687090bfd706b90e47037ea772f4f55745f5a78117af80c842eaebdf36", "component_budget": { "node_count": 2, "item_count": 2, @@ -25022,18 +24571,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they fix different failure modes: one targets DeepSpeed ZeRO-3 / accelerate launch state handling, the other targets FSDP2 expert parameters being overwritten during rank-0 broadcast. Related area, not the same change.", - "confidence": 0.89, + "summary": "Both PRs are about expert parallelism, but they fix different bugs: 45548 targets EP + ZeRO-3 loading/config serialization, while 45662 targets experts being overwritten during EP + FSDP2 loading. They overlap only superficially on modeling_utils and are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses the more concrete runtime corruption bug in EP loading and spans the relevant loading paths, whereas #45548 is a narrower DeepSpeed/serialization fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR: it fixes a specific code-path problem with expert parameters being silently overwritten and includes the loading-path changes needed for that behavior.", + "best_pr_reason": "45662 is the stronger standalone PR: it addresses a concrete overwrite bug in the EP/FSDP2 load path and changes the relevant loading/integration code paths, whereas 45548 is a narrower accelerate/ZeRO-3-specific fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs and code paths: #45548 is about preserving distributed_config / EP state for DeepSpeed ZeRO-3 loading, while #45662 is about preventing expert params from being overwritten during FSDP2-style loading. They are related but not mergeable as one fix." + "reason": "Different concrete failures and code paths: 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config handling, while 45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. Shared EP theme/modeling_utils is not enough to treat them as the same change." } ] }, @@ -25047,7 +24596,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25063,7 +24612,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "07241d8686e2aeef0e7d8f7036fc2eb3649fcad4314f1ebdafa7a64ef5fb3b68", + "prepared_review_unit_hash": "1132b2f67a884e3f28d2e3ca63ff7e9d4c51d313a38a577601c5c76decc2a9e7", "component_budget": { "node_count": 2, "item_count": 2, @@ -25085,18 +24634,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info artifact collision in testing/debug logging. PR 45645 appears to be the broader follow-up that includes the core fix plus CI log collection, so it is the better canonical representative.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist-related captured_info collision problem, with 45645 extending the core fix in 45639 to preserve CI log collection as well.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete change set: it includes the xdist-safe output handling in testing_utils and also updates the workflow to collect multiple captured_info artifacts, whereas 45639 only contains the core library-side fix.", + "canonical_pr_reason": "PR 45645 is the more complete end-to-end fix: it includes the xdist-safe output file change and updates the CI workflow to aggregate multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the underlying problem because it covers the same captured_info xdist collision and the CI artifact handling needed to preserve/debug those logs.", + "best_pr_reason": "PR 45645 is the best representative because it covers the root bug plus the downstream CI log handling needed after the filename change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision path; 45645 is a superset with the same core code change plus workflow handling, so they could plausibly be merged into one PR." + "reason": "Same underlying bug and same code path in testing_utils; 45645 is a superset that also adapts the workflow to the new per-worker files, so these could plausibly be merged into one PR." } ] }, @@ -25110,70 +24659,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, - "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": "fe53914da7af8a58e84175d2033625056c92bb35bb939c8d8dcfc4e179345379", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 7234, - "estimated_input_tokens": 1809, - "estimated_eval_tokens": 3874 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 7234, - "estimated_input_tokens": 1809, - "estimated_eval_tokens": 3874 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two unrelated linter/modeling-rule PRs. PR #45720 changes model forward signatures/return behavior for TRF003, while PR #46259 changes weight initialization logic for TRF018. They share some broad model files, but not the same underlying fix.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the more focused, concrete code-path change: it adds `can_return_tuple` and adjusts forward-return behavior across specific models. PR #46259 is a separate, broader initialization-rule change with different semantics.", - "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the best representative of the cluster because it is the more narrowly scoped and directly verifiable change, whereas #46259 is a different linter rule affecting a different part of model behavior.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45720", - "right": "pull_request:46259", - "accept": false, - "reason": "Do not merge: these fix different problems. #45720 targets tuple/return-dict handling in model forwards; #46259 targets weight initialization behavior. Shared model files are incidental and not evidence of 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": 25, - "component_count": 34, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25238,8 +24724,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 34, + "component_index": 25, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25255,40 +24741,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "dfc08ca0411ffdbfbd2f25982497b29bf0827b4e1245ecc0d3344e3b88a6a2fc", + "prepared_review_unit_hash": "c384d274f7f0441fe30e1969bd37a5dec62d23c97abf5621273a773743f08085", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: PR #45932 is a broad CI/telemetry + model config sweep, while PR #46100 is a test-migration PR adding DDP config and model tests. They do not target the same concrete bug or change and would not plausibly merge into one PR.", - "confidence": 0.96, + "summary": "These two PRs are not duplicates: one is a mixed CI/modeling change set, the other is a test-migration PR. They touch the same repo but not the same underlying fix/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the PRs address different concerns and code paths. If one must be picked, #45932 is the more distinctive infra/CI-oriented change, but it is not a duplicate of #46100.", + "canonical_pr_reason": "PR 46100 is the more coherent standalone representative; PR 45932 mixes a Grafana/CI secret change with unrelated model code edits, so it is not a good duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "#45932 is the better representative of its own change set because it is a single infra/model-config sweep with a clear experimental intent; #46100 is a separate test migration and should not be collapsed into it.", + "best_pr_reason": "PR 46100 is the cleaner, narrower PR in the cluster and is easier to triage as a representative change set than the broad, noisy 45932.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: #45932 touches CI secrets and multiple model config files, while #46100 adds DDP/test scaffolding and model tests. Shared similarity is only broad test/model maintenance, not the same concrete fix." + "reason": "Different scopes and code paths: 45932 changes CI secrets and several model implementations, while 46100 adds DDP/kernel tests and vit test migrations. They are not plausibly mergeable into one single fix." } ] }, @@ -25301,8 +24787,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 34, + "component_index": 26, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25318,12 +24804,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "50f5cbdb62a5d95edf59db30f155eae109b15044c556c456157801b2de71bbf3", + "prepared_review_unit_hash": "63ca480e42c796bd60998740dbaa19934a80c36209b12e874f82005e6b439c73", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25331,7 +24817,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25340,18 +24826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed code, but they are not the same change. PR #46126 is a focused EP/trainer integration feature, while PR #46269 is a broad distributed branch base that touches many unrelated areas. The shared filenames are not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "These are related distributed-engine changes, but they are not duplicates: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a much broader distributed branch-base PR spanning many unrelated areas.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better representative of a single concrete change: it targets EP routing and trainer integration with a tight scope and coherent purpose.", + "canonical_pr_reason": "PR 46126 is the more focused and self-contained change centered on EP + Trainer integration; PR 46269 is a broad branch-base style PR with many additional distributed edits, so it is a poorer duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the strongest standalone candidate because it is narrowly scoped and clearly addresses one feature path, unlike #46269 which is an umbrella branch-base PR.", + "best_pr_reason": "PR 46126 best represents the cluster because it has a clear, concrete code-path focus. PR 46269 is too broad and mixes multiple subsystems, making it less suitable as the canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed files, but #46126 is a specific EP/trainer feature PR and #46269 is a broad branch-base PR spanning many unrelated distributed subsystems. Not the same underlying change or bug fix." + "reason": "Shared distributed filenames are not enough here: the titles and diffs show different scopes. 46126 targets EP + Trainer integration, while 46269 is a large distributed branch-base PR touching many unrelated files, so they do not look like the same underlying change." } ] }, @@ -25364,8 +24850,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 34, + "component_index": 27, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25419,220 +24905,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "32c2ce950f62904d13b31c8b404aae8c8d31602002356c66e5f678025c8ec1d2", + "prepared_review_unit_hash": "896dc974d3b1d18b225fc3e6a0bc65934e5c8802370c2c19256c4565fa578b54", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a heterogeneous set of workflow maintenance PRs. The only obvious mini-cluster is the pr-ci-security-gate.yml sequence, but the individual PRs make different changes (logic, permissions, comments, secrets), so I reject all soft edges as true duplicates.", - "confidence": 0.86, + "summary": "These are mostly small workflow-maintenance PRs with textual similarity, but they address different workflows or different concrete changes within the same workflow file. I do not see any true duplicate PR pair here.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR cleanly represents the whole cluster; 46554 is the best anchor because it makes the most substantive pr-ci-security-gate behavior change and sits in the only near-duplicate subgroup.", + "canonical_pr_reason": "No exact duplicate PR stands out; if one must be used as a representative, PR #46554 is the most substantial standalone change in the shared pr-ci-security-gate workflow.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest representative PR: it changes actual gate logic rather than only adjacent permissions/comments/secrets, and is the most substantive item in the only related subgroup.", + "best_pr_reason": "PR #46554 is the strongest standalone PR in this set because it makes a concrete security-gate behavior change, rather than a minor metadata or permission tweak.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment-ci vs security-gate logic changes." + "reason": "Different workflows and fixes: stdin piping for self-comment CI vs security checks in PR CI gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one fixes PR comment piping, the other adjusts security-gate permissions/approval flow." + "reason": "Different workflows and fixes; not the same code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow areas and different concerns; not the same concrete change." + "reason": "Different workflows and concerns; self-comment CI vs reusable security-gate metadata." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Self-comment CI input handling is unrelated to pr-ci-security-gate secrets handling." + "reason": "Different workflows and concerns; unrelated CI script change vs security-gate secrets change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell quoting, but in different workflows and different code paths; not a duplicate fix." + "reason": "Different workflows: stdin handling in self-comment CI vs commit-message quoting in build-image CI." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark trigger conditions." + "reason": "Different workflows and problems: SSH runner hardening vs benchmark trigger support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different changes; no shared bug or patch." + "reason": "Different workflows; runner security hardening vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not overlap with assign-reviewers checkout ref handling." + "reason": "Different workflows and fixes; SSH runner hardening vs reviewer assignment checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not the same fix." + "reason": "Different workflows and code paths; not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner secret cleanup is unrelated to pr-ci-security-gate permissions changes." + "reason": "Different workflows and code paths; not a duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and code paths; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and code paths; unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they change different jobs and different triggers." + "reason": "Both are workflow tweaks, but anti-slop permissions and benchmark dispatch support are different changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different behavior; no shared underlying bug." + "reason": "Different workflow behaviors: anti-slop permissions vs reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permission adjustment is unrelated to build-ci-docker-images shell quoting." + "reason": "Different workflow files and changes; not the same bug or fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different files, different workflows, different code paths." + "reason": "Anti-slop permissions vs PR CI security-gate logic are different changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to benchmark trigger logic." + "reason": "Different workflow jobs and triggers; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow scripts and unrelated fixes." + "reason": "Reviewer assignment checkout ref vs build CI shell quoting are unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug; these are distinct workflow updates." + "reason": "Different workflows and code paths; not duplicates." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch condition and docker-image commit-message quoting are different changes." + "reason": "Benchmark dispatch trigger vs build CI command quoting are different changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different logic; not a duplicate." + "reason": "Different workflows and concerns; not the same concrete fix." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow tweaks, but one changes commit-message parsing and the other changes security-gate behavior." + "reason": "Both touch CI, but one fixes shell handling in build-image detection and the other adds PR security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying change." + "reason": "Different workflows and fixes; build-image command quoting vs PR CI permissions." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: gate logic vs permissions/approval flow." + "reason": "Same file, but distinct fixes: checkout/diff checks vs permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes security-gate behavior; the other only adds explanatory comments." + "reason": "Same workflow file, but different changes: security checks vs reusable workflow call note." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate modifications: workflow logic vs secrets inheritance." + "reason": "Same workflow file, but different changes: security checks vs secrets inheritance." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval changes are distinct from comment-only updates." + "reason": "Same file, but permissions/approval gating vs reusable workflow note; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different adjustments to the same workflow, but not the same concrete fix." + "reason": "Same file, but permissions/approval gating vs secrets inheritance; distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments-only review note is unrelated to switching secrets to empty." + "reason": "Same file, but comment/update vs secrets inheritance; not a duplicate." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different purposes; not a duplicate." + "reason": "Different workflows and unrelated shell/metadata changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and security-gate comments are unrelated." + "reason": "Runner env cleanup vs reusable workflow note are unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes." + "reason": "Different workflows: build-image detection vs security-gate secrets handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "No shared code path or bug; different workflow changes." + "reason": "Different workflows: runner environment cleanup vs security-gate secrets handling." } ] }, @@ -25645,8 +25143,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 34, + "component_index": 28, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25708,8 +25206,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 34, + "component_index": 29, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25725,7 +25223,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "e8b6b3eb82a7c106d9c267c060e1724316881c9cf360ee15daf0d0cbb8808498", + "prepared_review_unit_hash": "52bb9b71deeb941d39c647b7b410701c23d5c074e3b04aee15afdafb008cff44", "component_budget": { "node_count": 2, "item_count": 2, @@ -25747,18 +25245,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden Transformers against path traversal, but they patch different code paths and different untrusted inputs: one validates shard filenames from a checkpoint index, the other validates an explicitly configured weights filename. They are related security fixes, not duplicates.", - "confidence": 0.97, + "summary": "Two open security-focused PRs, but they fix different path-traversal entry points in different code paths: sharded checkpoint index resolution vs. `transformers_weights` config loading. Similar theme, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster theme: it fixes traversal in the sharded-checkpoint loader via `weight_map` filenames. PR 46890 targets a separate explicit-filename path in `modeling_utils.py`, so it is not a duplicate.", + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs address different file-resolution paths and different attack surfaces, so they should not be deduplicated.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the best representative artifact because it addresses a concrete, self-contained loader vulnerability with a focused patch and tests; PR 46890 is a distinct hardening change in another code path.", + "best_pr_reason": "PR #46281 is the cleaner representative of the cluster because it directly hardens sharded-checkpoint filename resolution in `hub.py` with a clear containment check and exploit path.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Same broad security theme, but different inputs and different loading code paths (`get_checkpoint_shard_files` vs `_get_resolved_checkpoint_files`); they would not plausibly be merged as one PR." + "reason": "Both are path-traversal fixes, but they target different inputs (`weight_map` shard filenames vs. `transformers_weights`) and different loader code paths/files, so they are not the same PR-worthy change." } ] }, @@ -25771,8 +25269,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 34, + "component_index": 30, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25788,7 +25286,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "8e692a8b0894ef7e10956ab9ae6475ae4f07452dab786110ed79a07e0b38528a", + "prepared_review_unit_hash": "9a48d6c59250115f0c99d2714b4241d5ffcc447088d1b2c98e0d29e48884ad37", "component_budget": { "node_count": 2, "item_count": 2, @@ -25810,18 +25308,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one fixes CodeLlama decode stripping of real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be clustered as duplicates.", + "summary": "These are two unrelated tokenizer PRs: one fixes CodeLlama decode stripping, the other fixes DeepSeek checkpoint tokenizer-class resolution. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the patches address different bugs in different code paths and would not plausibly be merged into one PR.", + "canonical_pr_reason": "46574 is the cleaner canonical representative: it fixes a single concrete decode-path bug in CodeLlama with a narrowly scoped code change and tests. 46580 addresses a separate checkpoint-to-tokenizer-class mapping problem for DeepSeek.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplication purposes; each PR is a standalone fix for a different model family, so neither is a better representative of the other.", + "best_pr_reason": "46574 is the strongest standalone PR in this set because it targets one specific failure mode and is easier to validate and merge independently.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different problems and different fixes: CodeLlama decoder stripping vs DeepSeek checkpoint tokenizer-class override. No shared concrete code-path bug." + "reason": "Different bugs and different code paths: CodeLlama leading-space decode behavior vs DeepSeek hub tokenizer-class selection. They are not mergeable as one PR." } ] }, @@ -25834,8 +25332,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 34, + "component_index": 31, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25853,12 +25351,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "e4b259d8016efdf659fd702780f0adaf0eb64ce8445be6822b81e848f6c89f16", + "prepared_review_unit_hash": "e2c2e7cab13101be0ac5532f59dd4a4f668dabd1a304840cca4e65b6e1cf532f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25866,7 +25364,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25875,24 +25373,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are generation-related but they fix different code paths: cache validation, prompt lookup decoding length capping, and logits processor input validation. They are not duplicates, so both soft edges should be rejected.", + "summary": "These open PRs are not duplicates: one is a cache-layer validation fix, one fixes prompt lookup decoding length accounting, and one tightens generation input validation for empty token lists. They share only broad generation/cache themes, not the same underlying bug or code path.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46994 is the clearest standalone bugfix: it addresses a specific validation gap in logits_process and includes a narrowly targeted change plus tests.", + "canonical_pr_reason": "No canonical PR: the three PRs fix different concrete problems in different code paths, so there is no duplicate target to merge around.", "best_issue_reason": null, - "best_pr_reason": "PR 46994 is the best representative of the cluster because it has the most self-contained, precisely scoped fix and the title matches the concrete failure mode.", + "best_pr_reason": "46993 is the clearest standalone representative of a concrete runtime bug fix with a focused code change and test coverage, but it is not duplicate-equivalent to the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different underlying problems and code paths: unsupported QuantizedCache layer-type validation vs prompt lookup decoding overshooting max_length. Similar subsystem only, not the same fix." + "reason": "Different subsystems and failures: QuantizedCache layer-type validation in cache_utils vs prompt lookup decoding max_length handling in candidate_generator." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation fixes, but one changes candidate generation length math while the other hardens logits processor validation for empty lists. They do not fix the same bug and would not plausibly merge into one PR." + "reason": "Both are generation-related, but they fix different bugs: candidate generation length budgeting vs validation of empty bad_words_ids/sequence_bias inputs. Not the same underlying change." } ] }, @@ -25905,8 +25403,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 34, + "component_index": 32, + "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25922,7 +25420,7 @@ "soft_pairs": [ "pull_request:46847|pull_request:47009" ], - "prepared_review_unit_hash": "5945467acf106e30b18efa60862683b7613f485dba66fc72e3272a53bfbe8bf0", + "prepared_review_unit_hash": "07de5321bc3785a2c564594595e3d78aed8fcad9ed51b5d8f69144562eac378a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25944,81 +25442,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two near-identical Qwen3.5 PRs add the same linear_attn tensor-parallel entries to the same files for the same issue target; they look like duplicate attempts at the same change.", + "summary": "These two pull requests are near-identical Qwen3.5 TP-plan updates for the same model paths and the same tracked issue (#46846). They appear to be duplicate attempts at the same fix, with 46847 being the slightly earlier submission.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46847 is the better canonical PR: it is the earlier submission, has more discussion/review activity and inbound references, and already explicitly targets the tracking issue for this change.", + "canonical_issue_reason": "No issue artifact is included in the cluster itself; both PRs explicitly target the same external issue #46846.", + "canonical_pr_reason": "Pick PR #46847 as canonical: it was created earlier, has more review/inbound activity, and covers the same files and same linear_attn TP-plan entries as #47009.", "best_issue_reason": null, - "best_pr_reason": "PR #46847 is the best representative of the change because it appears to be the original, more established PR for the same fix, while #47009 is a later duplicate with no added substantive scope.", + "best_pr_reason": "PR #46847 is the best representative because it is the earlier and slightly more discussed version of the same Qwen3.5 base_model_tp_plan change.", "soft_edge_verdicts": [ { "left": "pull_request:46847", "right": "pull_request:47009", "accept": true, - "reason": "Both PRs touch the same Qwen3.5 files and add the same linear_attn base_model_tp_plan entries for the same issue target, so they are the same underlying code change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 34, - "component_count": 34, - "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-47032-2", - "nodes": [ - "pull_request:47032", - "pull_request:47033" - ], - "soft_pairs": [ - "pull_request:47032|pull_request:47033" - ], - "prepared_review_unit_hash": "e029b231e5ada9892fe9af845ff0a7788ab7c06233e299b7287492d50bd1614f", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4302, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4302, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two pull requests address unrelated fixes in different areas of Transformers: image-text-to-text stop sequence handling vs. serve tool parsing for legacy response schemas. They are not duplicates and should not be clustered as the same change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "pull_request:47032", - "right": "pull_request:47033", - "accept": false, - "reason": "Different subsystems, different bug shapes, and different touched files; they do not appear to fix the same underlying code-path problem and would not plausibly merge into one PR." + "reason": "Same underlying code change: both modify the Qwen3.5 TP-plan configuration for linear_attn modules in the same files, with matching issue target and essentially identical diff content." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b0ae37c6f804e553e2a4503b56f50d69ababbce7..b8415fa9a7bd68f7491deb7c0b44baed26b54dce 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - 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"duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "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-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47040 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46846-3", + "canonical_pr_number": 46847, + "duplicate_pr_numbers": [ + 47009 + ], + "target_issue_number": 46846, + "reason": "PRs in cluster-46846-3 are treated as duplicates because they converge on issue #46846 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7a488de9155a1b44b3bdad3b26181fa7725d5c72 --- /dev/null +++ b/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25468 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260703T120023Z", + "generated_at": "2026-07-03T12:13:03Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "27f298912aeba2f04809a1c72571b19750fb59c97cd360e92710e6451d3b5ef4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46576, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of transformer/runtime issues. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 BERT index-0-out-of-bounds reports, with a separate torch 2.4.1 incompatibility pair; the rest are only loosely related by broad model/device-map themes.", + "confidence": 0.57, + "canonical_issue_reason": "Use issue:43596 as the canonical issue: it is the cleanest representative of the repeated DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure and is the better anchor for that duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43596 is the best overall issue candidate because it most directly captures the shared concrete bug in this cluster without extra model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3_5Config missing an attribute vs streaming chat/completions API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs in different paths: AMD GPU device-map failure vs MPS histogram-on-int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image dtype mismatch vs GPT-OSS GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU device-map failure are not the same code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and contexts; one is a GPU failure, the other is a broken example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete failures; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export and FineGrainedFP8 Qwen3Moe failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: ONNX export vs CUDA assert with auto device mapping." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import failure do not share the same underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup around v5, but they target different removed topics and are not the same concrete change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different areas: TRL SFT embedding unpacking vs resume-training remote-code handling." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code issue and YOLO multi-GPU mapping issue are not duplicates." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention size/index problems, but the failures are different code paths and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed/BERT loading bug vs remote-code resume-training bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: ZeRO-3 index error vs mask shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds loading failure; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/load inconsistency are not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class AttributeError are separate problems." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the errors are different and not the same failure mode." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing recompute mismatch and mask shape mismatch are different bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int issue and YOLO multi-GPU mapping issue are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing tensor size mismatch and compute_loss keyword breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/BERT load error and GPT-OSS tensor-parallel issue are not the same code-path." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "These are different bugs in different model/runtime stacks." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure signatures; not mergeable as one fix." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup and video feature/token mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and runtime failures; only broad hardware context overlaps." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attr regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch and expensive reverse-embedding lookup are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility against transformers, so this looks like one version-compatibility bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "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 torch-dynamo tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and broken official Nemotron example are not duplicates." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 error and TRL SFT embedding-unpacking failure are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and MPS histogram-on-int issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model-specific failures; no same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and contexts; not enough to treat as the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs updates, but they are distinct documentation fixes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram issue are different failures." + }, + { + "left": "issue:41762", + "right": "issue:44805", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and mask shape mismatch are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and resume-training remote-code issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code training resume and broken official Nemotron example are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume-training and YOLO multi-GPU mapping are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate clusters are well-supported by the issue titles and soft-similarity signals: issue:43596/issue:43638 and issue:45800/issue:46515. The remaining pairwise rejections are cautious rather than overconfident, and the summary does not overclaim broader duplication beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "1fb6a7f9e6715fdb7821eb36250279be51f5789583d1ceb8ebecb73e81b5ca8c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and only shows a couple of plausible duplicate pairs: a v5 AutoTokenizer token-ID regression pair and a DeepSpeed ZeRO-3 index-out-of-bounds pair. Most other items are clearly unrelated despite superficial embedding similarity.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best representative of the broadest concrete regression here: a v5 AutoTokenizer token-ID bug affecting multiple model families. It is more general and higher-signal than the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global issue candidate because it captures the widest underlying bug and has the clearest cross-model impact. The rest of the cluster is too mixed to serve as a better canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they point to different breakages in different code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure vs. distributed-support regression; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "One is a corrupted checkpoint report, the other is a missing weight-loading issue for a different model." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 initialization/loading failure with an index-0 out-of-bounds error, so they likely share the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure modes; only broad framework overlap." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover unrelated documentation problems." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated runtime/storage error vs. distributed build regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and error contexts; no concrete shared bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer bug vs. documentation/example cleanup." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy call issue is unrelated to the video chat-template StopIteration error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different device/template failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor-loading failure vs. device-mismatch forward error; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint-loading failure vs. outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Quantized Qwen runtime failure vs. docs issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs. model class loading bug; not the same underlying defect." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the model families and failure mechanisms differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both involve size/index errors under ZeRO-3, but the reported symptoms and model contexts are different enough to treat as separate." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure vs. table QA task crash; no shared code-path evidence." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for a specific model vs. checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic-field breakage are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer regression vs. task-specific crash; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention training/loading problems, but the specific error paths are different." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "MoE grouped_mm tracing error vs. YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and unrelated symptoms." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config problem vs. Gemma4 device mismatch; different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure and MPS histogram error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs. Gemma/vLLM config attribute error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error vs. autocast dtype mismatch; similar MoE surface area but not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure vs. template-node compile error; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are different issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs. YOLO multi-GPU device-map issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are error reports with index/shape problems, but the exact failures and model setups do not match." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating issue vs. remote-code model_class.config_class AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility issue vs. Gemma4 forward device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles: the v5 AutoTokenizer token-ID regression pair (45812/45920) and the ZeRO-3 index-out-of-bounds pair (41762/43596). The rest of the verdicts are appropriately cautious and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "cca91c499b642e931a08f8879eedaea43486e2f73568d996f81da13b420f078a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports with a few true duplicate subclusters: remote-code custom module loading, Qwen3.5 video-input handling, and input-validation error messaging. Most other pairs are only loosely related and should remain separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45698 is the clearest representative of a real duplicate subcluster: it describes the general symptom of loading the wrong custom module, while issue:45632 is the more specific leaf-directory cache-collision variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone issue here: concrete, user-facing, and broad enough to subsume the matching cache-path collision report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL loading vs gpt-oss GGUF support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are embedding/mask shape errors, but the model and code path are different enough to avoid merging." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/model-parallel problems: dynamo grouped_mm tracing vs tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different modalities and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is an int4 OOM/memory regression, the other is tied-weights behavior on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming API behavior." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 regressions, but they hit different APIs and error classes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window MoE bug and pydantic PretrainedConfig regression are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero3/BERT out-of-bounds error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal inputs, but image-preprocessor dtype mismatch is distinct from video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "General remote_code breakage and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a quality regression report and the other is a loading/pipeline correctness bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; the latter is a specific reproduction of the broader v5.3.0 issue." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official example and multi-GPU device-map behavior are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are separate implementation bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Both involve loading/training flow, but zero3 init index error is not the same as resume-with-trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Generic Flash Attention 2 issue versus a remote-code model_class/config_class attribute error." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training paths and different error mechanisms." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and a GLM5 model issue are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and Flash Attention fallback checks are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same remote-code loading bug: a cache-path collision can cause from_pretrained to load the wrong custom module." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and translation-model tied weights are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8 Qwen3-MoE failure is unrelated to Flash Attention fallback logic." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied weights on translation models do not describe the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is not the same as a docs-only v5 command removal issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed command in docs are distinct documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-path bug: 46463 is the T5-family manifestation of the broader input_ids/inputs_embeds XOR error-message issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs look plausibly duplicate-adjacent from their titles and descriptions, and the rejections avoid over-joining clearly distinct model/code-path failures. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "08d6e3e4f2ab6940b2ae9de1764db108014c67243eb3cb5c7d72bed35e7beae6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36281, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of transformers regressions; only a small buffer-corruption subcluster and one Gemma4 quantization pair look like true duplicates. Most other pairs are topical but not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the clearest umbrella for the non-persistent buffer corruption regression, with concrete scope (`from_pretrained`) and enough breadth to cover the closely related buffer-junk reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 has the most actionable description of the root bug and is the strongest representative of the duplicate buffer-corruption subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a tokenizer detokenization regression and the other is a Qwen NVFP4 load error; different bugs and likely different fixes." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and symptoms; no clear shared code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is documentation/example errors and the other is a model quality discrepancy; not the same underlying issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug family: non-persistent buffers are being corrupted/filled with junk in Transformers v5." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom Trainer loss signature mismatch versus Gemma3 DeepSpeed ZeRO-3 loading index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Direct duplicate: both report the v5 regression where non-persistent buffers get corrupted during loading/materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated incompatibilities: bitsandbytes constructor arg mismatch versus a missing float8 storage object error." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug, with #46932 phrased as the fix for the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen/Phi bugs with different failure modes; one is an autocast dtype mismatch, the other is a Qwen3.5 attention/position_ids training instability report." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate tokenizer bugs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality complaint; the other is a general tokenization change report. Too broad and not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API bug: `get_seq_length()` returns the wrong shape/type and breaks downstream arithmetic, just on different backends/paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is worse text embeddings; not enough evidence they stem from the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention junk/uninitialized buffers, but one is a broad from_pretrained regression and the other is a specific Qwen3_5Moe `meta -> to_empty(cuda)` materialization issue; related, but not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 problems: one is a flash-attn crash from 3D position_ids, the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a performance/quality complaint and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/memory issues: LoRA gradient checkpointing ineffective versus int4 quantization causing higher CUDA reserved memory and OOM." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Separate loading issues for different models and different error classes; no shared underlying bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both involve model internals during loading/training, but one is a Gemma4 FSDP2 KeyError and the other is a Qwen3_5Moe buffer materialization problem." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific model-load failure; too different to be the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and import_utils flash-attn KeyError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape error and early-stopping metric lookup are unrelated training issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance problems in different training setups; no concrete shared code path." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is a generic loading-noise report; the other is a specific inability to load a model. Not the same underlying issue." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both concern remote-code loading regressions, but the reported failures differ too much to treat as one bug without stronger evidence." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are separate model/backend bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading failures with different symptoms; not a duplicate pair." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "An import error for a Qwen VL class and a bitsandbytes constructor incompatibility are different problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are well supported by their titles: the non-persistent buffer-corruption items clearly align, the cache `get_seq_length()` issues describe the same contract break, and the Gemma4 quantized embedder pair is plausibly the same bug/fix path. The rejected pairs are generally reasoned in a cautious way without overclaiming shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "44c72e3dae8ffab456d2debf63828dca33b6071628bfbecb634d43df6c017c72", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most items are unrelated bug reports that only share broad subsystem similarity. Only two soft pairs look like true duplicates: the v5 docs cleanup around removed pipeline tasks, and the training-loss double-shift bug reported for two different models.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #46894 is the earliest and slightly broader of the only clear duplicate pair, so it is the best representative canonical issue for that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46894 is the strongest issue representative because it is an early report of a concrete, recurring training-loss double-shift bug and pairs cleanly with #46897.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int support vs. a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated failures: Mistral regex patch crash vs. flash-attn2 fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage vs. Gemma4 PLE device mismatch; not the same code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both involve auto/model loading, but one is tokenizer-mapping plumbing and the other is remote-code regressions." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading bugs: GLM-4V load failure vs. missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs. device placement mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/LoRA, but one is cross-version load incompatibility and the other is a tie_word_embeddings warning during finetuning." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: remote_code model failures vs. Kimi-K2.5 codec / fix_mistral_regex handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Completely different areas: bitsandbytes init arguments vs. YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are auto-model/config loading issues, but they are distinct bugs with different failure points." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed v5 pipeline tasks like summarization/translation/text2text-generation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but different models and different root causes; not one concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar error text, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights model loading." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated: tied lm_head weights vs. silent corruption of non-persistent buffers." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical reports of the same training-loss double-shift bug, just on different models." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code support regressions are broad, but these titles point to different concrete failure modes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch Whisper/audio processing, but the titles do not establish the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is incorrect gradient averaging." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing problems: PEFT LoRA effectiveness vs. a missing model flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different errors: trainer signature mismatch vs. tensor mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is an actual load failure for a specific model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/DeepSpeed ZeRO-3 weight-loading reports, but they target different model generations and likely different mapping bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures; no shared code-path evidence." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different issues: RLHF NaN explosion in Qwen3.5 vs. flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic IndexError shape pattern, but the reports do not establish the same concrete underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal/video regressions, but the affected models and failure modes differ." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape error vs. image processor void segmentation map handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The two accepted pairs are well supported by the titles, and the rejected pairs generally avoid overclaiming by distinguishing similar subsystem symptoms from concrete duplicate bugs. No mergeability issues apply here since this is an issue-clustering task, not a PR-pair task." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "fef44b87997c1fba3c96cf0b01cacb29076c36ab0dad62bf15675cbebd83324d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38058, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed cluster with two confirmed duplicate families: the Transformers 5.0 custom-model initialization regression (issue:43645 \u2194 issue:43646) and the Gemma4 4-bit multimodal dtype-cast regression (issue:45672 \u2194 issue:46899). Most other soft-edge pairs look only superficially similar and were correctly rejected, including the BertModel/deepspeed Zero3 IndexError pair, which is not the clearest overlap here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the cleanest representative of the custom-model-initialization regression, but the cluster is only partially canonical because it also contains a separate confirmed Gemma4 4-bit duplicate family (issue:45672 \u2194 issue:46899).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest and best-written representative of one of the confirmed duplicate families, but it should be viewed as a family representative rather than a full-cluster canonical because the Gemma4 4-bit bug is separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes: Qwen3.5 PagedAttentionCache/linear_attention versus NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading complaints, but NemotronH checkpoint loading and Sam3Model text-encoder weights are separate bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are import/load complaints, but Voxtral AutoTokenizer loading and cjvt/sleng-bert loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen rotary/position logic, but the concrete defects are different: still-image temporal scaling versus uninitialized inv_freq after materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are separate feature/bug reports." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The shared shape is an IndexError, but BertModel under deepspeed Zero3 init and a broad torch incompatibility report are not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuild and device_map='auto' mismatch are different concrete defects." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and Float8_e4m3fnStorage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Both mention Zero3/IndexError-style failures, but the non-pretrained BertModel repro is a concrete bug and the other is a broad incompatibility report." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and meta-device loading failures are not the same underlying problem." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl StopIteration on video are different failures." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill arithmetic, but one is a Qwen3.5 flash-attention memory error and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0.0 custom-model initialization regression; the notebook report is just a narrower repro." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl StopIteration and MoE MPS histogram-on-Int errors are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different kernel failures: Bamba-9B-v2 torch.compile SDPA crash versus Qwen3.5 flash-attention position_ids issue." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl video StopIteration and TRL unpacking failures for Qwen3.5 embeddings are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are version-related, but compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Granite tokenizer wrong IDs and DeepSeek-Coder tokenizer regression are separate tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch under device_map='auto' and torch 2.4.1 incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but zero probabilities and nonsensical outputs via AutoModel/pipeline do not clearly share one concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl StopIteration and a mask/tensor shape mismatch IndexError are different defects." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 46899 broadens the same unsafe-cast bug to audio and vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage and Kosmos2.5 OCR long-input index errors are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejection for granite_speech and tiny-random glm4v validation changes are different config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "BertModel Zero3 size-0 IndexError and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility across hf4.x/hf5.x and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the writeup is a bit too strong in places relative to the packet. In particular, the summary calls the BertModel/deepspeed Zero3 size-0 IndexError a \u2018clearest overlap,\u2019 but both related soft-edge pair verdicts were rejected. Also, the canonicalization note underplays the separately accepted Gemma4 4-bit pair (issue:45672 \u2194 issue:46899), so the cluster is not just one custom-model-init duplicate plus unrelated leftovers. The false-pair conservatism is mostly fine, but the overall summary should stay closer to the accepted verdicts and avoid elevating rejected pairs as overlaps." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "557ab5808ca97ac89134e3f06a4e6ed3d781a4e92b5eb29e843118ffa0de7299", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one cohesive duplicate cluster; it contains several separate model-specific issues. The strongest duplicate pair is the Transformers 5 non-persistent buffer regression, with a couple of other plausible same-bug pairs around token embedding resizing and training-loss double-shift behavior.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43644 is the best anchor: it describes a broad core regression with a near-exact duplicate (44534) and a clearer underlying code-path than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the most representative issue here because it is a concrete, general regression and directly matches another report almost verbatim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: dequantized-model offload load failure vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated symptoms: tokenizer-mapping insertion bug vs mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is a docs example/quantization issue; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers 5.x filling non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures under different configs/code paths (device mapping CUDA assert vs FineGrainedFP8)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failure modes: Qwen3 MoE FP8 loading vs mmap/OOM offload behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: HF4.x\u2192HF5.x LoRA incompatibility vs Gemma4 token-embedding resize propagation." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention/generation failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the reports are too checkpoint-specific to assert the same root bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel planning/OOM issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Different dtype-related bugs: loading ignores dtype vs from_config leaving config.dtype stale." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: ZeRO-3 language_model weight loading vs save_pretrained visual encoder key regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Shared Transformers 5.x context, but different bugs: buffer junk vs Jupyter custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a documentation example error set and the other is a model/pipeline nonsense-output bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: MoE weight conversion under accelerate+deepspeed vs a GLM-4.7 model load test failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and likely different tokenizer failures; not enough evidence of one shared root cause." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different quantization/memory symptoms: training memory inefficiency vs offloading not working as expected." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs and model families; only both involve HF5-era regressions." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: unit-test model load issue vs weight-shape mismatch for Qwen3-VL-30B-A3B." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training efficiency and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math bug is unrelated to SGD optimizer args being ignored." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE version incompatibility vs t5gemma output embedding resize propagation." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue is unrelated to quantized save/load breakage in sinq." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/init bugs: extra_state handling vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift pattern; both report labels being shifted incorrectly during training." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug affecting output/input embeddings in related model implementations." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different code paths: pre-tokenizer override vs wrong token IDs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different root causes: packed 3D position_ids vs s_aux=None handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The strongest duplicate anchor is correctly identified with the near-verbatim 43644/44534 pair, and the other accepted soft matches are phrased as plausible same-bug cases rather than certain merges. Summary does not overstate the cluster as fully cohesive." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "0354c3e67fc203c3d89b4fed9cc72a6f203c7caca7c5a34d89f0af566f814ac1", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only convincing duplicate pair is the resize_token_embeddings/output_embeddings reports; the rest are adjacent but distinct model-, loading-, quantization-, or checkpoint-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the cleanest canonical for the one clear duplicate cluster: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure in generic form, while the paired gemma4 report adds model-specific symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative because it captures the shared underlying bug without extra model-specific detail and matches the accepted duplicate pair most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention BERT loading/tokenizer problems, but one is a vocab-size mismatch and the other is a specific model load regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different bugs: SigLIP2 documentation/example issues versus a GLM5 model-loading report." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated domains: Qwen3 auto device map CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is Torch version compatibility and the other is `torch.device('meta')` model loading; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different failures in different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 silently using Apex RMSNorm." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are tied-weight generation bugs, but they affect different models and likely different model implementations; too model-specific to merge." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and mmap-related OOM are distinct loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization memory behavior, but one is offloading correctness and the other is reserved-memory growth/OOM; not the same change." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "`ModelOutput` key assignment bug is unrelated to VideoPrism output field mapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are Gemma/Qwen model issues around attention/rotary code, but they concern different models and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and MXFP4 fallback to bf16 are separate quantization regressions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated API breakages." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM due to reserved memory growth is not the same as mmap being disabled on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 PLE device mismatch are unrelated model-specific issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` loading breakage is distinct from Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are different reports." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update output embeddings. The gemma4 report is a model-specific manifestation of the generic issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for several Qwen vision models is unrelated to strict config preventing granite_speech loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D `position_ids`/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 shared state rebuilding are separate code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "File permission propagation during `save_pretrained` and wrong custom module loading after save/load are distinct serialization issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 checkpoint save corruption are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize-token-embedding regressions, but they affect different targets (`output_embeddings` vs `decoder.embed_tokens`) and look model-specific rather than one duplicate." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization regression and extra_state save/load failure are separate custom-model issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer `resume_from_checkpoint` step-count bug are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve model loading, but the tokenizer vocab issue and ScandiBERT load failure are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings family, and choosing issue:45292 as the generic canonical is reasonable. The other pair rejections are appropriately cautious given the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42175", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:42175|issue:43957", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:44991|issue:45081", + "issue:45479|issue:46894", + "issue:43299|issue:43931", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897" + ], + "prepared_review_unit_hash": "28ba1ac0ccc6cd7781bc11cd46b51ca05d47c0a6a5bf21ecd862b0d527e52998", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37802, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of unrelated transformer regressions that happen to share broad language around loading, tokenization, or dtype issues. I found one plausible duplicate pair in the Qwen3-VL MoE loading reports; the rest look like separate bugs and should stay split.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43299 is the broadest and most representative of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation of the same model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best representative issue: it states the general regression clearly, is model-family focused, and can absorb the more specific Qwen3-VL-30B-A3B-Instruct loading report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated failures: backend dependency packaging vs meta-device model loading." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shift, but they are different models and no shared concrete code path is evident." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-object lookup error and mmap OOM workaround are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility complaint vs a specific autocast dtype mismatch in a model forward path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and a decode/space-preservation bug are distinct." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite is a correctness regression; the other is a slowdown in added-token lookup." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline behavior and a general tokenization change are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention cache group-type crash and template-node compile error are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both touch v5 model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A generic torch compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths: torch version incompatibility vs device-map forward mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models and an indexing mask-shape error are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and mistral regex patch crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs issues about different pipeline APIs/tasks, not the same underlying change." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue and a Qwen3.5 cache crash do not match." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output regression and ModelOutput key assignment bug are different." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different subsystems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and Qwen multimodal config unwrapping are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different issues in different areas: older reproduction vs tokenizer continue_final_message logic." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for another model are not the same defect." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is device-map placement and the other is unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures and different model families." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification bug and ASR double-shift bug are different training-loss problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both are Qwen3-VL model-loading regressions; 43931 looks like a specific weight-shape mismatch manifestation of the broader MoE loading breakage in 43299." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size attribute handling are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and no shared code path is shown, despite both being loss-shift related." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The summary stays within the packet titles, and the single accepted soft-edge pair (43299/43931) is a reasonable duplicate hypothesis rather than an overclaim. The other verdicts are also phrased cautiously and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "09e3de6911451158a50b1ee167f9ad07058d750cb5ec0737577073f893a5100b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of closed Transformers issues about unrelated tokenizer, model-loading, and runtime regressions. The soft pairs are only superficially similar by broad subsystem or release version, so I would not merge any of them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest, most representative issue in the cluster: it describes a general Transformers v5 model-initialization regression, which is closer to the cluster\u2019s repeated load/init failure theme than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue representative because it is broad enough to stand in for the v5 initialization/load regression theme, while the other issues are mostly narrower, model-specific symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: DeepSpeed/Bert index failure vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the models and failure modes differ; no shared concrete code path is evident." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a tokenizer-loading regression, the other is a Mistral regex patch/backend-tokenizer crash; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct issues." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is repo tokenizer.json selection and the other is a model-specific incorrect output bug; not the same fix." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different regressions: CLIP structure mismatch vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image dtype mismatch and template-node compilation failure are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different positional-embedding implementations." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and flex_attention compilation failure do not share a concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update bug are not the same problem." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading complaints, but they involve different models and different loading failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm error and template-node compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and VL finetuning with multi-image IterableDataset are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "These are similar in release/version, but one is specifically non-persistent buffers and the other is generic custom model initialization; not enough evidence of one underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL IterableDataset failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue and BACKENDS_MAPPING tensorflow_text error are different problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area, but not clearly the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict and Jupyter custom-model-init regression are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper tokenization/generation issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are separate GGUF-related issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load regressions in v5, but they affect different checkpoints and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto offload failure and Qwen2.5-GGUF loading failure are different loading paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and mistral_common final-message handling 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": 26, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43883|issue:44991", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "9d8cdd0c88534569327f8cdea019668369836e7bcda8887cac2baa398090df81", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly different bugs overall. I accept only the Qwen3.5 save_pretrained pair (45216\u219445357) as the same regression; the Qwen video/rope-index pair (44479\u219445325) is too weakly supported and should be rejected.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45216 is the clearest root report for the Qwen3.5 save_pretrained regression, while issue:45357 reads like a later, more specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best global issue anchor because it states the broader regression in save_pretrained and is the more upstream duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Chat-template sampling-rate default and batched padding-mask correctness are different bug classes." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Broad xLSTM bug bundle versus a specific train-mode unpacking crash are not the same underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failure is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper loading/runtime failure does not match a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the Mistral tokenizer regex-patch crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook custom-model initialization and remote-code config_class errors hit different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output behavior is different from a Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to DAC from_latents missing-STE mismatch." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are a different bug from device-dependent save_pretrained serialization." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric lookup failure is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked-generation inconsistencies do not match the StaticCache seq-length return-type issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and Mistral regex-patch crash are distinct failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are not the same as OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 fine-grained config failure is unrelated to unexpected _is_hf_initialized constructor args." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision in forward is a different multimodal bug from unsafe dtype casting in Gemma4 embedders." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to MobileLLM key errors." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex tokenizer crash do not share a root cause." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys is a model-class attribute issue, not a tokenizer loading regression." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-kwarg duplication is distinct from the physical-intelligence/fast tokenizer failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is unrelated to an image-size processor mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different multimodal failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config problems are unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The packet only supports a broad video-input regression versus a still-image rope-index scaling bug; that is not enough to treat them as the same bug family." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is performance-only; StaticCache seq-length contract is a correctness bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer special-token construction failure is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config strictness are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression around incorrect visual encoder keys; the later report looks like a follow-up of the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong for the packet. The 45216\u219445357 match is plausibly the same Qwen3.5 save_pretrained regression. However, 44479\u219445325 is not sufficiently grounded: the packet only shows a broad video-input regression across Qwen variants versus a still-image rope-index scaling bug, and that is not enough to say they are the same bug family. Because the analyst accepted that pair, I would reject this triage as overstating the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "2c01700e56511c23d75481bb540f87458418672ca1f07312555e3256689ad588", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37209, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous. A few pairs are thematically close (mostly Transformers v5/tokenizer/multimodal regressions), but none are strong enough to treat as the same underlying bug or change, so I would not merge any soft edge pairs.", + "confidence": 0.36, + "canonical_issue_reason": "If one issue has to anchor the cluster, issue 44291 is the clearest: it describes a narrow, reproducible TypeError in the init_empty_weights / _is_hf_initialized path, making it more concrete than the broader regression reports.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "Issue 44291 is the best single issue candidate because it is specific, actionable, and points to a concrete code-path regression rather than a broad symptom.", + "best_pr_reason": "No PRs are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading a specific repository tokenizer while the other is a performance regression in convert_tokens_to_ids with many added tokens." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy transformer loading are different problems with different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen2.5-VL, but one is multi-image iterable finetuning failure and the other is a rope-index scaling bug for still-image positions." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype issues, but they affect different models and distinct code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix handling and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on newer torch are unrelated bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trips are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Documentation/loading noise is not the same issue as AutoTokenizer ignoring tokenizer.json for a repository." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are different subsystems and bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are related feature area, but not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are vision-language training issues, but they concern different models and different training failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model execution failure and Float8 storage lookup failure do not point to the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "The runtime TypeError from _is_hf_initialized and the Float8 storage-object error are distinct initialization/runtime issues." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and a model accuracy regression after upgrade are not the same underlying problem." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states construction are separate bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "A GGUF loading failure and a missing pad_token_id attribute are different model/config issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized breakage and junk-filled non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized initialization are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow backend packaging, but the missing tf backend and the tensorboard-without-TF undefined backend error are different root causes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patching backend_tokenizer access are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading for Qwen2.5 and CLIPTokenizer's model_max_length default are unrelated issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer initialization are different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json during AutoTokenizer load and wrong Granite token IDs are distinct tokenizer regressions." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation bugs, but they affect different docs and different examples." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading breakage and custom model initialization breakage are related to v5 initialization, but they 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": 26, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "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:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:41553|issue:43582", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "6330e97f312b1da573036a08fbaeaa60d980ac502500e0360bf3e919d05186d8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most items share only broad subsystem similarity. The only plausible duplicate pair is the SigLIP2 implementation/output mismatch, so nearly all soft edges are rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43493 is the best root-cause anchor in the set: it is concrete, model-specific, and the clearest candidate to unify the only credible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the most actionable representative overall; it focuses on an underlying implementation discrepancy rather than a downstream symptom or unrelated regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is missing TensorFlow from a pip extra; the other is a model load failure in vLLM. Different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate code paths with different symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but they are distinct classification-loss issues and not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "An AutoTokenizer error message and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "These are different Qwen2.5-VL multimodal regressions: multiple images per prompt versus video position-id handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention and Sam3 text encoder weights not loading are unrelated model-specific bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches in different models are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation problem: HF behavior diverges from the expected/reference behavior and yields bad outputs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issues and Qwen3.5 save_pretrained key serialization are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve positional/indexing logic, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 OCR indexing; different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading in v5 are different compatibility issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "An unexpected init_empty_weights argument and strict config blocking granite_speech loading are separate loading/config bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changing across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope indexing are different concerns." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark and torch.export failures for exportable models are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "A Qwen video-input regression and a Gemma4 device-map mismatch are different model/device bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto device mapping cuda asserts are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image failures are different model workflows." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenization crashes and torch.export/torch_compilable_check failures are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-map asserts and Gemma4 PLE device mismatch are different model/runtime failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/serialization and Bamba SDPA torch.compile failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC.from_latents STE mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43493 with issue:43994, is plausibly the same SigLIP2 discrepancy/output problem, and the rejected pairs are generally supported by clearly different titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "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:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43881|issue:44488", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "2f67272dffc492b19c2aa5c2cee1cb5e110d6582fe7b73dd3a5697bfc84d2524", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster; it\u2019s a collection of unrelated issues across training, tokenization, loading, quantization, and model-specific regressions. No soft pair looks like the same underlying bug or fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover many distinct subsystems and model families, with no clear shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative because the cluster is heterogeneous rather than one bug with variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: MoE weight conversion under accelerate/deepspeed vs missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: MIMI padding-mask batching bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: tied-weight serialization vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different areas: streaming mask off-by-one vs tokenizer performance regression." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on a model/dataset is not the same bug as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script launch failure and a Qwen3 MoE FP8 loading failure are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image models, but one is batching/padding-mask behavior and the other is non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs: lm_head tying vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate regressions." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related to offloading broadly, but one is dequantized model loading and the other is a general quantization/offload issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 device-map assert vs Llava Next segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature change is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 CUDA reserve growth and the other is an apex RMSNorm leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen generation failures with different trigger conditions and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are different root causes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on one model is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug is unrelated to tokenizer-version behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention serialization, but the affected artifacts and failure modes differ." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in pixel decoder vs missing text encoder weight loading are different bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup failure are unrelated training issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different memory/loading problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." + } + ] + }, + "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": 26, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43526|issue:43883", + "issue:43550|issue:43720", + "issue:43881|issue:44991", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:45632|issue:45684", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "c964fcaa827c12238f893044d270d50033b01545352eed71448f512f1defef7e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "These are mostly unrelated issue reports. The soft pairs share broad subsystem keywords, but they describe different concrete bugs and code paths, so none are safe duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but 46612 is about beam-search cache reorder being skipped for specific models, while 46858 is a static-cache seq_length/device-tensor arithmetic bug in prefill. Different failures and fixes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading vs Trainer resume/max_steps logic are unrelated; they affect different components and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is a missing all_tied_weights_keys attribute in Molmo CausalLM. No shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch model loading/compile flows, but 43550 is an SDPA torch.compile issue in Bamba, while 43720 is about unpacking packed BitNet weights during accelerate loading. Different root causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they concern different models and mechanisms: one is a specific model loading failure, the other is a tokenizer-loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related behavior changes, but 43295 is a processor/tokenizer API regression and 45701 is a tokenization output change complaint. Not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-not-implemented in a MoE path is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model/loading behavior, but 43646 is a Transformers 5.0 custom initialization breakage and 46665 is inconsistent from_pretrained behavior inside Python classes. Not the same code-path problem." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer/model-specific bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile+SDPA and bark-small CPU offload device mismatch are different device/compile issues with different fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are both vision/tokenizer-related only at a very broad level; the concrete bugs are different." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal/model-structure regressions, but 43404 is about tied lm_head weights in Mistral3 and 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained. Different issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but one is a processor/model resolution mismatch for OmDet-Turbo and the other is a Perceiver interpolate_pos_encoding failure at non-default resolution. Different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different acceleration/offload problems." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/serve-related, but 44734 is wrong tensor indexing during KV-cache continuation in serve, while 46858 is a static-cache seq_length tensor/device arithmetic bug. Different failure points." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching str.to crash and Gemma4Processor missing _tokenizer are distinct multimodal serving bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable-name collision and Gemma4 PLE device mismatch are not the same problem." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different distributed/device issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and static-cache seq_length device tensor arithmetic are both compilation/generation issues, but not the same code path or bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset with cache are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirement are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, inputs, and failure mechanics; not a single duplicate 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": 26, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43526|issue:43881", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "03e4313744d3fdd362f89d3a8633667314deca89ee56226ba38e3a19e87876ed", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated issues across tokenizers, Qwen variants, loading/offload, docs, and processors. None of the soft edges look like true duplicates, though a few are loosely related by subsystem.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate emerges; if forced to anchor the cluster, issue 45759 is the closest representative of the small Qwen config-propagation subgroup, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45759 is the best single representative by soft-link density and thematic coherence within the Qwen config family, even though the overall cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API drift and GPTNeoX rotary_pct reload are different bugs in different models." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next loading segfault are different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but video input validation and weight_only load errors are distinct paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a T5Tokenizer add_special_tokens init conflict are separate tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading OOM and T5 apex.FusedRMSNorm memory leak are different resource issues with different causes." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization differences across versions are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junking in v5 and from_pretrained behavior inside Python classes are different initialization issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen config/model behavior, but sliding_window handling and text_config unwrapping are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init type mismatch are separate tokenizer/load issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are not the same change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark and unpacking packed BitNet weights during accelerate loading are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning and undefined video-branch multimodal token logic are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are different problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both involve serving/inference, but Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failure are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation cache handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration have no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size errors are different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset support and Qwen3 device mapping cuda assert are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but config unwrapping and CPU-offload rotary embedding incompatibility are distinct code-path failures." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage deserialization errors are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config 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": 26, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "b119caecb92bcf5a569edeaf1edf3d8babe9cc2d7a16666de6618fa430687993", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity cluster. Only two pairs look like true duplicates: the offline tokenizer/cache failure and the exact Qwen2_5_VLProcessor batched-padding crash. The rest share broad themes (tokenizers, vision processors, multimodal models, training) but not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the strongest canonical candidate: it pinpoints the offline failure in `_patch_mistral_regex` / `model_info()`, while issue:42886 mainly reports the same user-facing symptom. The other soft matches are either unrelated or too broad to unify into one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it gives the clearest root cause and is directly actionable; issue:44514/44545 is also a real duplicate pair, but it is a narrower exact-title duplication rather than the most informative bug report overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and likely different failure modes; not enough evidence of one underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal save/load issues, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder loading; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "These describe unrelated problems: non-persistent buffer initialization vs. from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image-size interpolation failure vs. bf16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a specific model load regression; the other is a PIL image-processor dependency regression. Too different to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken argument duplication and the other is a model-specific loading failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config, but they are different bugs: num_labels propagation vs. single-label zero-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention gradients/training, but one is eval-mode checkpointing restriction and the other is a ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model mismatch reports, but they affect different models and processor expectations." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert on Qwen3 auto device mapping is unrelated to T5 using apex RMSNorm." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained key-mapping bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving models, but one is PEFT/local checkpoint loading and the other is quantized sinq round-tripping." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different concrete issues: eval-mode gradient checkpointing vs. apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug vs. long-context FA2 performance regression; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs/special tokens, but one is tokenizer post-processor updates at runtime and the other is config persistence causing generation IndexError." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer-related, but one is embedding unpacking with TRL SFT and the other is evaluate() after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Completely different problems: T5/apex memory leak versus missing gradient-checkpointing support flag on a trust_remote_code model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These are the same offline tokenizer bug: the cache-load failure in offline mode is explained by `_patch_mistral_regex` unconditionally calling `model_info()`." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping in AutoModelForCausalLM is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and offloading with quantization are different failure modes." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are effectively the same issue: identical Qwen2_5_VLProcessor chat-template crash on batched input with padding=False." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report incorrect model outputs, but they are different models and different underlying bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc/example mismatch and the other is an implementation discrepancy vs. JAX." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent correctness bug in Mamba2Mixer use_cache is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor handling of void segmentation maps vs. an ImportError for GenerationMixin." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading failure vs. incorrect video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash in fix_mistral_regex and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs are supported by near-identical titles / clearly matching failure descriptions, and the false pairs are mostly framed cautiously as broad theme overlaps rather than same-bug matches. No obvious overstatement or unsupported merge claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:45987|issue:46829", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44008|issue:46858", + "issue:44220|issue:44661", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "f45071243339a94234fa00c1c095f6eb2e7fd5db0e41633435a20c59defb2b7b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, multimodal preprocessing, caching, quantization, and model loading. None of the soft pairs look like true duplicates of the same underlying bug/change; the closest ones share a subsystem or helper, but the root causes differ.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43873 is the most discussion-heavy and broadly framed open report, so it is the best representative anchor for this mixed set, even though it does not duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest single issue to anchor the cluster: active discussion, clear repro scope, and broad impact around quantization/offloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/state, but one is a model-specific stale indexer bug and the other is a static-cache type/device regression; different root causes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and `list_repo_files` revision forwarding are unrelated subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example errors for SigLIP2 and quantization/offloading behavior are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet vs missing STE behavior in DAC are different code paths and fixes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unloading are unrelated tokenizer vs loading issues." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/VideoPrism models and distinct output-vs-forward-shape failures." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but one is processor/tokenizer API breakage and the other is a long OCR input index error." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type and VideoPrism output contents are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to Dia config token-ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and failure modes: compilation/SDPA vs tokenizer attribute errors." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video, but one fails during video processing while the other is a chat-template token/feature mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `trust_remote_code` config field loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken construction error and failing to load a specific model are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel init and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model loading, but one is `base_model_prefix` compatibility and the other is class-local `from_pretrained` behavior." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes are unrelated to Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration in BigBird and DAC forward/from_latents mismatch do not share the same root cause." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping assert and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation-map handling and CustomTrainer loss signature are different areas." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio-mask variable collision and static-cache seq-length device tensor are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and `add-new-model-like` tokenizer mapping logic are different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are distinct model-specific regressions." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compilation/SDPA failure does not match DAC latent decoding mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a `backend_tokenizer` attribute crash; different fixes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Loading an image processor from URL and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation issues and Kosmos2.5 long OCR input errors are not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different components and failure mechanisms; no shared code path." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Specific model load failure and `XLMRobertaTokenizer` Unigram constructor type mismatch are different tokenizer bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code` missing fields and strict config rejection are both config-loading issues, but they are different behaviors and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846", + "issue:47020" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:28218|issue:29159" + ], + "prepared_review_unit_hash": "bde7cda77075cbfc0d9c1fdef631f36d042623a5466a2ee4dde9905e3731bae7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36041, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose pile of transformers regressions that share keywords like tokenizer, loading, dtype, or multimodal inputs, but the soft-linked pairs are not the same concrete bug/change. I would not collapse any of these edges into duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "No clear canonical issue: the items split across unrelated bugs/regressions, so there is no single duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakages), but it only fits a subset and should not be treated as a true duplicate representative for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated failures in different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different model families and likely different bugs." + }, + { + "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:43540", + "right": "issue:44008", + "accept": false, + "reason": "These are different multimodal model bugs: video input processing vs a Gemma 3n forward variable collision." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are different failure modes." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging for input_ids/inputs_embeds is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next loading segfault and an MPS histogram TypeError are separate low-level issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading/runtime problems." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizers, but one is a model-specific load failure and the other is a Unigram/vocab type mismatch." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different hardware/runtime errors." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor refresh on special-token changes is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only failure and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "A v5.3.0 video-input regression and a long OCR index error are unrelated multimodal issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure is not the same as a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An incorrect pipeline error message and nonsensical AutoModel/pipeline outputs are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing problems do not share the same code path." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but one is a specific helper removal and the other is a broader umbrella report." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and kernels import/version requirement failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops tuple labels; Mamba2 use_cache returns incorrect results. Different subsystems and symptoms." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch and Gemma 3n variable collision are separate multimodal bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape mismatch at indexing time is not the same as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Weight shape mismatch on model load and missing TP plan entries are different load-time vs parallelism-plan issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to the Qwen2.5-VL vision_position_ids regression." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and bfloat16 dtype mismatch are different model configuration issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token extra space and slow/fast tokenizer inconsistency are only superficially related; not the same concrete tokenizer 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": 26, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:44060|issue:44368" + ], + "prepared_review_unit_hash": "4981d31e8a0c73a13e6f69972fc2a7bc0f627321911b8caabdd0f981440e8ead", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of distinct Transformers regressions and loading/processing bugs, mostly around v5-era breakages. There isn\u2019t a safe duplicate merge among the soft pairs; they share broad themes but not the same concrete underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style issue in the set (recent Transformers versions breaking remote_code models), so it is the closest thing to a cluster anchor, though it does not actually duplicate the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue for the cluster\u2019s general theme of version-regression breakages, but it is still too broad to serve as a true duplicate target for most of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading failures, but one is an FSDP CPU RAM-efficient loading bug and the other is an init_empty_weights argument mismatch; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failure modes: packed-weight loading in BitNet vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention initialization/from_pretrained behavior, but one is a notebook custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect pipeline error message, the other is stale documentation; related theme, not the same underlying issue." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A masked-LM prediction regression for CamemBERT is not the same as a general tokenization change across versions." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype propagation vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems entirely: Bark voice presets vs Trainer.compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs a tokenizer regex patch crash; no shared underlying defect." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a memory-heavy positional embedding implementation and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor bugs, but they affect different models and different logic paths (padding vs patch counting)." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to the CLIPTextModel structural inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different failures: weight_only loading error vs rope index/temporal position scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs MXFP4 quantization loading fallback are unrelated issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different hardware/backend crashes: Apple Silicon allocator warmup vs CUDA AMP image loss failure." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common/Gemma4-era code, but one is an import dependency break and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage deserialization and torchvision dependency handling are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same as the broad remote_code regression umbrella." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA behavior for Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and notebook custom-model initialization are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting in a video branch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error vs trainer method signature change; different failure classes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output drift are different model-specific issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeError-style loader bugs, but they involve different models, objects, and attributes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breakage is not the same as the est-roberta tokenizer regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but the underlying warning and model-specific cause differ; not safe to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43819|issue:43927", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:42175|issue:46291", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:45459|issue:45803", + "issue:44291|issue:45042", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "6ceff1d9f80294b41e91118f2b59a4a0aefafd82df77ed044a3543e1685993f6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "44479 remains the best issue candidate as the broader user-facing Qwen video regression. The previously accepted 43329\u219444479 link is now treated conservatively as related-but-not-duplicate, because the packet only shows title/embedding similarity and the descriptions point to different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the best canonical issue: it is the broader, user-facing report of the Qwen video-input regression across multiple affected models and is the better duplicate hub than a narrower internal helper bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest overall issue candidate because it captures a concrete multi-model regression with clear user impact and the broadest scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: video multimodal token counting versus stale auto-mapping references. Similarity alone is not enough." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths and symptoms: deepspeed zero3 IndexError versus trainer state/eval behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and PIL backend dependency behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward-pass mismatch and DiaConfig token-ID loss are distinct model/config bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit fast processor label reduction and MPS attention correctness are unrelated failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error versus tokenizer max_length constant; no shared underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency issue versus pipelines import-time kernels requirement mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping affect different behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash loading test failure versus Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is text_config unwrapping for multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and GPT-OSS quantization fallback are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor/model size mismatch are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory regression and Sam3Video OOM are different memory problems with different triggers." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure and Qwen3-VL weight-shape mismatch are distinct load-time failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The packet only supports title-level/video-domain similarity; the descriptions point to different failure modes, so this is not enough to call them the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3 MoE and MobileLLM key error are unrelated model-loading bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are entirely different issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but in different components and with different mechanisms." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to PIL backend torchvision dependency behavior." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is not a specific bug report; the second is an isolated reproduction of a different issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and TrainerState token counting are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, and 44479 is a plausible best issue. However, the accepted soft-edge pair 43329 \u2194 44479 is overstated: the packet only shows title-level similarity and a soft-similarity score, while the issue descriptions point to different failure modes (undefined variables in `_get_num_multimodal_tokens` vs. a broader video-input regression across Qwen models). That is not enough evidence to assert they are the same bug or that 43329 is the root cause of 44479. Please keep that pair conservative unless there is direct packet evidence tying them together." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:45081|issue:47020", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44062|issue:44991", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "e1c43953e313e0511f4c3c72571965a2bb0b77ce7c55ff3a8cfdcd05811d7254", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, quantization, and hardware-specific bugs. None of the soft edges look like the same underlying issue, so I rejected all duplicate candidates. I selected the Mistral tokenizer regression as the best representative issue because it is concrete and well-scoped, but the cluster is not a true duplicate group.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45081 is the most concrete, self-contained bug report in the set, with a specific failure mode in tokenizer patching and a clear repro/error. It is a better representative than the more generic or hardware-specific issues around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest anchor for this cluster because it is specific, user-facing, and technically well described. Even so, the surrounding items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory problems, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; different code paths and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to BART generate() hitting an unbound decoder_attention_mask variable." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both mention weight tying/dtype behavior, but they affect different model families and different symptoms; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma pipeline failure are distinct multimodal bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id attribute error is unrelated to pipelines import failing on kernels v0.15 requirements." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing PyTorch environment check and the other is a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs causing IndexError is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "A tokenizer not adding BOS/EOS in v5 is a different bug from the Kimi-K2.5 codec handling and warning regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated problems." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility is a different issue from kernels package import-time version/revision requirements." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RT-DETR forward error with feature levels are distinct model bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-key regression affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a Mistral3 generation/load issue and the other is LoRA merging with extended vocabulary; not the same concrete bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are different dependency/import issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's box-information error handling." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior and multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash and XLMRoberta Unigram vocab type mismatch are different tokenizer implementation bugs." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression for Qwen models and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading KeyError and init_empty_weights unexpected-argument TypeError are separate model-loading failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer.evaluate() after train() and TimesFM window_size AttributeError are unrelated runtime issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different platform/code-path bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is a model remaining float32 on load and the other is stale model.config.dtype after from_config; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failing for EMBEDDIA/est-roberta." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and slow/fast tokenizer inconsistency are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:28282", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693" + ], + "prepared_review_unit_hash": "4580785d3a013b5eaa2d0d24cc4a0d5b55b58714ba24a006c17552a987569cdf", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with one likely duplicate pair around the Qwen2.5-VL/Qwen video-input position-id regression. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader v5.3.0 video-input regression across multiple Qwen multimodal variants, while related reports like issue:45381 are narrower manifestations of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue representative: it is the broadest, most central report among the candidates and cleanly subsumes the more specific Qwen2.5-VL follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related, but one is a device-mapping CUDA assert and the other is a video-input ValueError; not the same code path." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but the model families and reported failure modes differ enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated backend packaging issue vs a specific model loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns: model loading on transformers>=5.1 vs repo-file revision forwarding in CI tooling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; separate trainer APIs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input position-id regression in v5.3.0; 45381 is a narrower Qwen2.5-VL manifestation of the broader bug in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they target different model families and symptoms, so they are not clearly one fixable defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: unexpected zero probabilities vs a resize/interpolate positional encoding issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures in different models and pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different underlying mechanisms." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init-empty-weights argument handling vs AutoImageProcessor URL loading; unrelated paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion issue vs RoPE layer dropping; unrelated Qwen3-SmolLM bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer failures: AddedToken argument collision vs Mistral regex patch assuming backend_tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated utility TypeError on Apple Silicon vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral tokenizer patch crash; different subsystems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with no shared code path." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer regression vs missing decorator for apply_rotary_pos_emb; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are rotary-position related, but one concerns RoPE layer dropping and the other a still-image temporal position scaling bug." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessor/model vs Janus generation pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs image-processor URL loading; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package version pinning issue vs auto_mappings referencing removed configs; not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation message issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different model classes and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs T5 validation messaging; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated repro of a prior issue vs FA2 long-context performance regression; not the same underlying bug." + }, + { + "left": "issue:2851851851851852", + "right": "issue:46821", + "accept": false, + "reason": "No valid pair here." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44479 vs issue:45381, is well supported by the titles and fits a broader/narrower duplicate pattern. The remaining soft-edge rejections are cautious and do not overclaim a mergeable sameness. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:28282|issue:32090", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "9d82b1b5482e6e91faf58dd33465d7d792e65dae8477bac397a561c1e63bc35d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports across distinct subsystems (loading, tokenizer/config, multimodal, quantization, and training). No strong duplicate cluster emerges; issue:43749 is only the best anchor by engagement and breadth.", + "confidence": 0.86, + "canonical_issue_reason": "No clear duplicate set across the cluster; if one issue must anchor it, issue:43749 has the strongest discussion/inbound refs and the broadest infra-loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative issue because it has the highest engagement and a broad, recognizable failure mode affecting loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but they are different bugs: Gemma4 dtype casting in multimodal embedders vs BitsAndBytes skip-module exclusion handling." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different symptoms and code paths: DeepSpeed weight shape error vs BART generate() decoder_attention_mask initialization bug." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is an official Nemotron example breakage. No clear shared underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading problems, but the concrete failures differ: Qwen3.5 num_labels propagation vs strict config blocking granite_speech." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file/AutoTokenizer-Model loading and the other is a specific model not loading; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different areas entirely: Qwen3OmniMoe video input validation vs FA2 long-context generation performance regression." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and failures: Gemma4 FSDP2 KeyError in attention vs Qwen3.5 TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model heads and output bugs: RTDetrV2 output changes vs VideoPrism hidden_states being misassigned." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Import-time missing PyTorch error is unrelated to Trainer/_gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation message issue is unrelated to Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is reload/default drift and the other is JSON-loaded list validation TypeError." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: Qwen3.5 visual encoder key serialization vs AutoTokenizer token-ID errors across many models." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver non-default resolution failure are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but not the same concrete bug: device-dependent lm_head serialization vs translation-model tied-weight behavior in v5." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code field-dropping and Qwen3_5MoeVisionConfig strict-field loss are different config-deserialization bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading index error and trainer.evaluate() after train() failure are different lifecycle bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue is unrelated to processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration/empty decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect AutoTokenizer loading, but one is gguf_file support and the other is offline-mode breakage from model_info() calls; 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": 26, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "5f126ac3e67a9ae912c42f071397395eb3f4ad4c92ebd9f779fab4bc30098754", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34829, + "estimated_input_tokens": 8708, + "estimated_eval_tokens": 17672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated Transformers issues; the soft-similarity pairs are topical lookalikes but not the same underlying bug. I reject every soft edge and do not see a single clear canonical issue/PR for the cluster.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: DAC latent decoding vs Whisper batch_decode skip_special_tokens; no shared code path." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-model inference issues, but on different architectures and with different failure modes (SigLIP2 pipeline vs Perceiver resizing/interpolation)." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but one is CLIPVision returning None and the other is VideoPrism misplacing last_hidden_state into hidden_states." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Mistral_common import/version breakage vs Windows ROCm torch.distributed backend dependency; unrelated defects." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR failures: float16 AMP crash in the loss vs infeasible cost-matrix during assignment." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs MobileLLM key-error on load; distinct model/config problems." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level forward shape issue vs Gemma4 quantized embedder dtype casting; unrelated code paths." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config missing pad_token_id vs DiffusionGemmaGenerationOutput pipeline failure; different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but one is TensorBoard-only TensorFlow backend detection and the other is tensorflow_text mapping; not the same issue." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP model loading; unrelated symptoms and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image-passing API breakage and the other is Kimi-K2.5 codec/mistral_regex handling." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization vs T5 apex FusedRMSNorm memory leak; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models vs a broad tokenization-version regression; no common concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different failure surfaces." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression vs BLIP2 dtype propagation; unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping vs Sam3 text encoder weights not loaded; different model-specific defects." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but compiled chunked generation inconsistency and Qwen recurrent-state reset are different mechanisms." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change vs CodeLlama leading-space round-trip regression; not the same tokenizer bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in _patch_mistral_regex vs EMBEDDIA tokenizer load failure; different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug vs DiaConfig custom token IDs lost after save/load; not the same defect." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue vs GenerationMixin import error; no shared underlying bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; 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": 26, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "023611baeb4dfd3135835a2d541f8cfd4080535b47c214d03946dff2611abf09", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "The soft pairs are mostly thematic near-misses (same subsystem or symptom) rather than true duplicates. I found no convincing PR candidates in this set; the best issue representative is a broad v5 model-loading regression.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s recurring model-loading / v5 compatibility breakages, and it speaks to a concrete cross-model failure mode rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most suitable cluster anchor because it is general enough to represent several loading regressions without being tied to one niche architecture or processor path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the triggers differ: Gemma3 sliding-window/all-padding GPU embeddings vs classification head NaNs after checkout/init." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard sizing defaults; the other is AutoProcessor failing to pass kwargs to cached_file. Different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both involve training/multi-GPU, but one is a specific Trainer `_gpu_broadcast_one` NoneType error and the other is a broader Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but one concerns `lm_head.weight` serialization and the other quantized sinq models after reload. Not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-model discrepancies, but they affect different model families and different implementations/behaviors." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: auto device mapping CUDA assert vs inconsistent outputs from compiled forward during chunked generation." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache behavior, but one is KV-cache continuation tensor indexing in serve and the other is beam-search cache reorder skipping for specific recurrent models." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different bug from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "A legacy-field model loading issue and a torch.compile+SDPA failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is dtype drift between train/eval; the other is MoE auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a Trainer API keyword mismatch are different problems." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer / image-tokenizer regression are different processor bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both are loading/configuration issues, but one is a general v5 model-loading regression and the other is a Qwen3.5 tensor-parallel plan omission." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID loss are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but the crashes are triggered by different inputs: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one returns incomplete AutoConfig objects and the other breaks imports after removing `is_torch_fx_available`." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4-multimodal and a bumped unreleased PEFT minimum version are unrelated issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message regression." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate loading and MLukeTokenizer task-time AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing padding-token config fields, but they affect different model configs and attribute names; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to Trainer import breakage caused by datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map PLE mismatch and sinq quantized reload breakage are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:44493|issue:46285", + "issue:43572|issue:44291", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43606|issue:44112" + ], + "prepared_review_unit_hash": "06942ca772c90636d85bc1cf24b254fecebba4b654388d1d40fe42d7d33d6324", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "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 rather than one duplicate cluster. The closest theme is tokenizer/model-loading regressions, but none of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the broadest, most impactful concrete bug in the set: a silent tokenizer regression affecting all Granite models, with multiple inbound references and a clear code-path tie to tokenization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative of the overall set because it describes a concrete, repo-wide tokenizer regression with visible user impact; the rest are either narrower model-specific failures or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. a MacOS bus error in a CLIP model; unrelated failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer behavior and the other is a specific pretrained BERT load failure; 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not the same underlying change." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure and a dependency version bump issue are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer attribute errors are different model-specific issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failures for two different root causes: pretrained artifact incompatibility vs. offline model_info call in tokenizer patching." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated import/runtime issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different bugs." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are separate model-specific errors." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in Beit segmentation is unrelated to a device-mismatch failure with CPU offload." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit and DeepSeek accuracy regression do not share a concrete code path." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is text_config unwrapping; too different to merge." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field and an init_empty_weights argument mismatch are both v5 compatibility issues, but not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different models and different missing fields; not one underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import-utils KeyError are unrelated environment/runtime issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE models, but one is about weight conversion with accelerate+deepspeed and the other about model loading in dev; different failures." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug in bark-small and a stale CI test in GraniteSpeech are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "6781c77c102b24eb22c36b576bcd40cd7c04e515b5f8eca017dc655185eb39df", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34941, + "estimated_input_tokens": 8736, + "estimated_eval_tokens": 17728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated Transformers bugs and regressions across tokenization, serving, multimodal models, quantization, and attention kernels. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46846 is the most concrete and actionable report here: it names a specific Qwen3.5 TP-plan omission, describes the failure mode clearly (OOM/shape error at TP>1), and points to a likely code-path fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but different failures: missing decorator for rotary-pos-emb registration vs missing TP-plan entries for linear_attn." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different code paths; one is dtype mismatch in inference, the other is RT-DETR forward shape/type handling." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is a legacy field in Beit segmentation loading and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one reports compiled-forward output inconsistency while the other is about cache config max length being ignored outside quantized cache." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is offloading not working and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Completely different bugs: ZeRO-3 gradient growth during training vs loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both are correctness regressions, but one is SigLIP2 model-output mismatch and the other is a broad position-id key warning across many models." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different areas and symptoms: invalid GenerationConfig for GLM-5 vs pipeline failure in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model line, but not the same bug: missing default mm_token_type_ids for text-only fine-tuning vs multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4 inference, but one is an OOM on 31B multi-GPU inference and the other is a device mismatch in PLE during forward." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are crashes in text-processing utilities, but they involve different APIs and root causes: Whisper timestamp decoding vs apply_chat_template on empty input." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention integration crash on sink-less models; the other is a persistence bug after quantized save/load." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path-with-trailing-slash import warning is unrelated to a GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: compilation of non-template nodes vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different attention-related bugs: MPS correctness with mismatched head dims vs a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() AttributeError and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to JSON-list rope validation TypeError." + } + ] + }, + "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": 26, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "b8d24632b32330dca7bb881548ccffb2a20577f77827ea4f528bee0da699f4fc", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of unrelated transformer bugs; none of the soft pairs look like true duplicates, so no canonical duplicate issue emerges. The most broadly useful single issue to keep as a representative report is the active quantization/offloading bug, but it is not a duplicate anchor for the others.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most substantial and currently active report, with multiple inbound references and discussion, but it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve multimodal processor/tokenizer behavior, but one is about processor.tokenizer regression and the other about batched video-shape output; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing flash-attention utility import, the other is a model-loading/meta-device regression; unrelated failures." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 inference dtype mismatches and Wav2Vec2 save/tokenization failure are separate bugs with no shared underlying change." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are different integration issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression versus quantization offloading behavior; different subsystems and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is provided." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config/API issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map PLE mismatch and return_tensors handling are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/processor regression and OmDet-Turbo resolution mismatch are unrelated multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2 OOM with tensor parallelism do not share a concrete cause." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are separate training/runtime problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "One is missing default mm_token_type_ids, the other is a device placement mismatch during forward." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are not the same issue." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import-key error and tensorflow_text backend mapping error are unrelated import/path bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are version-related regressions, but StableLmConfig padding and loading physical-intelligence/fast are different failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols and models; no shared underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash warning and SigLIP2 implementation discrepancy are not the same behavior." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation errors and return_tensors handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom model processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks in multimodal templates and tool-call/no-content crashes are separate chat-template issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space detokenization and output embedding reinit after resize are not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only at a high level, not the same code-path failure." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU arange on XLNet relative positions and CohereASR training-loss double-shift are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/config issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both mention Qwen/deepseek model support, but one is an import failure and the other is tokenizer detokenization regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "dc4fc42f8f3f0642f566b0efc5b6ded82e6bc3b07614f691008a0366a3afcd60", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic bucket, not a true duplicate set. The issues span many unrelated models, APIs, and failure modes; none of the suggested soft pairs look like the same underlying bug/change, so all soft edges are rejected. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items are heterogeneous. If one issue must be chosen, #46899 is the best representative of the only closely related subtopic here: the Gemma4 multimodal 4-bit quantization dtype-cast regression, with the most concrete and actionable bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "#46899 is the strongest standalone issue in the set: it clearly describes a specific regression, names the affected path, and provides a concrete failure mode that is easier to act on than the nearby follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: tokenizer special-token registration vs a GraniteSpeech CI/device-override failure." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different API paths and bugs: gguf loading in from_pretrained vs dtype handling in from_config." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and code paths: audio sampling-rate defaults vs batched video shape handling." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated regressions: non-persistent buffer loading corruption vs CLIP text model class-structure inconsistency." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom shape but different model families/config classes; not enough evidence of one underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Different failures: Gemma4 text-only mm_token_type_ids defaults vs 4-bit multimodal embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure points in the loading/save path." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only token-type defaults are unrelated to the quantized vision/audio embedder dtype-cast regression." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bug classes: Perceiver resolution handling vs RT-DETR memory release/GC behavior." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processor bugs: label reduction in BeitImageProcessorFast vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a Janus image-generation test failure and the other is a stale warning in paged generate; not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different models and mechanisms: DAC latent reconstruction mismatch vs GraniteSpeech CI stale-device override." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: Gemma4 text-only token types vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: SwitchTransformers config layer creation vs Bamba torch.compile/SDPA runtime failure." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-specific crashes, but on different models, accelerators, and failure modes." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they reference different deprecated APIs and different documentation surfaces." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "One is a breaking API removal, the other is a missing utility export; not the same issue." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different detector bugs: preprocessing output size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helpers and failure modes: DAC latent mismatch vs qwen3_omni_moe output-length arithmetic." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is image-processor label reduction." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and models: stale config dtype after from_config vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detector issues: float16/CUDA loss crash vs auxiliary-loss omission when denoising is off." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model/config structure, but they affect different model families and different loading logic." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different bug classes: CPU-offload device mismatch vs helper output-length behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio pipeline stages: feature extractor argument validation vs Whisper generation after align_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is config support for max_cache_length and the other is a device-tensor arithmetic bug in static cache prefill." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different areas entirely: SwitchTransformers config creation vs tokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Torch-version compatibility is too broad; the specific missing flash-attention import is not the same bug as Torch 2.10 incompatibility." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Completely unrelated: missing PyTorch import vs a MacOS bus error loading a CLIP model." + } + ] + }, + "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": 26, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:43720|issue:44112", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "c6dca772c82d79c72291640ed5381287fa198fd7ceac326f9ab5f9b799002289", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "45310 and 45478 are the only clear duplicate pair here: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure. The other soft pairs look like related subsystems at most, not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and its title/symptom match issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the cleanest representative of the duplicate Qwen3.5 MoE `from_pretrained` bug because it is the earlier report with the same title/symptom as 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/model behavior, but one is a Bamba SDPA compile issue and the other is a GraniteSpeech device-override test failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config construction with zero sparse layers is unrelated to BEiT pretrained loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/indentation failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform import problems: missing `flash_attn` entry vs Windows/ROCm `torch.distributed` dependency errors." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are output-correctness complaints, but Pegasus generation drift and Qwen3_5 recurrent-state reset are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to helper length computation in qwen3_omni_moe." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different BEiT/SwitchTransformers issues with no shared concrete failure mode." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to a GraniteSpeech CI stale override test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other returns zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging is unrelated to the Trainer broadcast type error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload internals, but one is a sink-less flash-attention `s_aux=None` crash and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but a trailing-slash path warning is unrelated to a specific GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing with untied output embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to unexpected `position_ids` keys during model loading." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test failure are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to BEiT image processor label reduction behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP CUDA loss crashes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example/documentation problems are not the same as the `position_ids` unexpected-key regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention model/text outputs, but Pegasus v4/v5 output drift is not the same as DeepSeek tokenizer corruption." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error with matching title and symptom." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint iterator exhaustion and FineWeb training not starting are too vague and not clearly the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count ceiling runtime error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310/issue:45478 is well supported by the identical titles and matching symptom, but the canonical reason overstates the evidence: packet data does not show 45310 has more discussion activity than 45478 (45478 has more discussion, while 45310 only has earlier creation time and one inbound reference). Please keep the canonical rationale to the grounded facts, such as earliest report / identical title, and avoid the unsupported attention claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:45459|issue:46234", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:44360|issue:44561", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:37428|issue:42175", + "issue:43927|issue:45698", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "510e34da2948dc1e3c464b71e00a1f5d7843a5b81422f798d6646df22d9de366", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated closed issues spanning different models, processors, and runtime features; the soft-similarity links are mostly superficial and do not indicate true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the reported failures cover distinct bugs in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the listed issues is a good global duplicate target because the cluster is heterogeneous rather than one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different models and symptoms: SAM3Video OOM vs Swin2SR over-padding." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error vs missing import-utils availability symbol; different failures." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/AMP-related, but they hit different models and different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and different crash modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA crash vs helper output-length behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and different issues: Flash Attention support vs model loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Decoder attention-mask UnboundLocalError vs trainer broadcast NoneType error are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval dtype change and multimodal token-count video-branch bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs video vision_position_ids bug are different multimodal issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and torch.jit GeneratorExp export error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenization, but one is a broad wrong-token-ID regression and the other is return_tensors handling." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask bug and deepspeed/adafactor OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash vs video padding bug are different issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators, but one is a Python parsing/import problem and the other is a registration crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different vision-processing bugs affecting different processors." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import and missing TensorFlow backend package are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load and wrong custom module loaded are different persistence bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and optimizer OOM 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": 26, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "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:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:44977|issue:45563", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:43653|issue:44442" + ], + "prepared_review_unit_hash": "4e2b8ae6e98c356397d6bd855c5e6205997f9e6a9a634a0401b60c00e8515708", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair looks like the same underlying bug or change; the candidates span unrelated regressions across cache/compile behavior, tokenizers, model loading, quantization, and device mapping.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate issue emerges from this set because the soft pairs are heterogeneous and do not describe the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: it is broad, clearly framed, actively discussed, and has multiple inbound references, making it the best general anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile internals, but they describe different failures: spurious recompilation vs a device-tensor seq_length arithmetic break." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems and a Gemma4 multi-GPU CUDA OOM are different failure modes and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer GPU broadcast errors are unrelated subsystems and bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are different training-state problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention model loading on Mac/community models, but one is a bus error and the other is a documentation example with processor/quantization errors." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token configuration and Qwen flash-attention generation failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval and tensor-parallel OOM are different problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing a utility used by trust_remote_code models is not the same as a DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash_attention None crash and a Gemma4 device_map forward mismatch are different concrete code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in Fuyu conversion are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and Gemma4 OOM are different runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-param JSON list handling are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() local variable bug and Llama 3.2 Vision model loading regression are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression are different input-processing bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FP8 config failure during loading and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading 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": 26, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:45372|issue:45406", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:45412|issue:46369", 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"truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous collection of Transformers issues, not a true duplicate cluster. The items span unrelated bugs in model loading, tokenizers, quantization, export, memory/OOM, and generation, so none of the soft edges look like the same underlying change or defect.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the most broadly representative and active issue in the set (open, multiple inbound references), but only as a loose umbrella; the cluster is not coherent enough to support a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single triage anchor because it is open, discussion-heavy, and broadest in symptom scope, even though it is not a real duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export/training-guard vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs SigLIP2 nonsense outputs in AutoModel/pipeline." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception handling vs leftover dummy classes; no shared underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/long context, but one is NaN correctness in Gemma3 sliding-window attention and the other is a performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel load vs checkpoint key mismatch are different failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality runtime error and stale paged-generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is a dependency import error and the other is a missing processor attribute in serve." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated defects." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 serve processor attribute crash and DiffusionGemma image-text-to-text pipeline failure are different concrete issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different dependency/loading problems: mistral_common import failure vs protobuf-related tokenizer error masking." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and Sam3 litetext memory overflow are different memory issues in different code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT reduce_labels bug and Kosmos2.5 long OCR index error are different preprocessing failures." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a generic dependency issue are too vague and not the same concrete defect." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BEiT image processing is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL shape-mismatch loading error are different model-loading problems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error-message wording." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and Sam3 litetext memory overflow are different defects." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT fast image-processor label reduction and LayoutLMv2 tokenizer NER/padding crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and sliding_window issues in Qwen3-MoE are distinct failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing being invalid in eval mode is unrelated to offloading/quantization behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + 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"issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:45003|issue:45440", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "f9ead5fc66fe92291b40da36243c0827deca711cd364d1057ee3bf9e44d836ea", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35627, + 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The soft pairs share broad themes like flash attention, configs, loading, or multimodal models, but each pair targets a different concrete failure mode or subsystem, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in name only; neither describes the same concrete code-path failure." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different problems: rope-validation TypeError vs Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Both raise AttributeError, but in unrelated components and unrelated runtime conditions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Separate model-init issues in different configs; no shared bug or fix." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video rope position ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying regression." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: flash-attention generation issue vs category-count runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Both are regression reports, but for unrelated models and APIs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but they hit different preprocessing paths and different arguments." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Completely different subsystems: tokenizer loading vs image classification." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different model families and different loading failures; no common code path." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging issue vs missing import_utils helper; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated model-specific failures: XLM-R flash attention vs BART generate()." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "One is a generic modeling_utils access bug; the other is a DeepSeek implementation divergence." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failures; only superficial 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false, + "reason": "Both touch config persistence, but they are different fields, different APIs, and different root causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated runtime/import failures." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both concern loading, but one is FSDP CPU-efficient loading and the other is a shape mismatch for a specific model." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config problems in different APIs; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: one is a model-loading regression, the other is backend mapping validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + 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"issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "0e7292af75dd483b6bff42d217d3f805eb849ecf2dea90a550c8f9cec392b456", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issue reports; none of the soft pairs look like true duplicates of the same bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the strongest representative issue in the set: it is a concrete save/load regression, has substantial discussion and inbound references, and is broader/more actionable than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to keep as canonical because it is a clear, high-signal regression with broad user impact and enough activity to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different failures in unrelated tokenizer vs feature conversion code paths; only superficial library-level similarity." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to config/model-type recognition errors." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "One is generation-state handling after sync_gpus, the other is metric gathering dropping tuple labels; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained regression; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3D parallel script failure and a tensor-parallel OOM are different operational problems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel missing hidden_states, the other is ModelOutput key assignment semantics; related area but not the same underlying defect." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch vs CPU/CUDA output divergence are unrelated issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states propagation and torch.compile attention-kernel divergence are different bugs." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "A wrong output field in VideoPrism classification is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and a key error while loading a model are distinct load-time failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA behavior is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 behavior in XLMRoberta is unrelated to Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and a missing PyTorch dependency are entirely different problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one is dequantized model saving and the other is incorrect custom module loading after save_pretrained; different failure modes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior in DeBERTa-V3 is unrelated to missing transformers.onnx imports." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A processor/tokenizer regression and an error-message wording issue in pipeline support are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency are different regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID configuration mismatch and Whisper empty-transcription generation failure are separate issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility export and kernels dependency versioning are unrelated import-time problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and cache lazy initialization causing recompilation are different effects of chunked-prefill/compile machinery." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init validation and non-persistent buffer junk values are unrelated model lifecycle bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are different areas." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API discrepancies and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch is not the same as sinq quantized model persistence breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom-model initialization regression and a GPTNeoXConfig reload defaulting bug are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained and missing model_type in config.json are separate loading errors." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion exception handling and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage affecting workflows and a janus test failure are different model-specific problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "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:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + 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too broad to treat as the same fix." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is a local trust_remote_code path collision and the other is max_cache_length handling for quantized cache; unrelated bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failures: processor output size mismatch vs memory overflow in Sam3-LiteText." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "One is a bare except swallowing errors in Fuyu tensor conversion; the other is a Windows/ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both involve Sam3, but one is a dummy Conv2d in the pixel decoder and the other is an OOM report; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal processors and different failure modes: video input processing vs batched chat template padding behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "These are unrelated utility/dependency issues; one is TensorBoard/TensorFlow backend handling, the other is a missing import_utils symbol." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap beyond both being user-facing issues; the topics and failure modes are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "One is a missing config field after v5 update; the other is an unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/test-related, but the underlying problems are different models and different breakages." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/preset behavior, but one is a legacy field in BEiT preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen/Janus issues and different failures; one is a failing image-generation test, the other is a flash-attention generation regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA merge collapse with tied embeddings vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation math bugs in different components; not the same code-path problem." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both are FlashAttention-related, but one says a specific model does not support FA2 yet; the other is an unspecified flash-attention issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/recurrent state, but they affect different mechanisms and model code paths." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id config attribute and a sliding_window issue in Qwen3-MoE are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM/video problems: wrong processor type lookup vs missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer-initialization problem; the other is a GPTNeoX config field not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated issues: embedding reinitialization during resize vs a local-path import warning." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures in different example/model contexts; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in /v1/responses and a missing _tokenizer attribute in Gemma4Processor are separate serve crashes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both concern dtype casting, but they affect different models and different execution contexts; not the same fix." + } + ] + }, + "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": 26, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:43673|issue:46421", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44242|issue:46897", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44933|issue:45362", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "a0253358ce77ba42ba62dfb5c179d48619653b557ce8e7140a59137ee2ff95bd", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem keywords, not the same underlying bug. No soft edge should be accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is the most broadly impactful and self-contained regression in the set, with a clear version-wide description and downstream references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest canonical issue candidate because it describes a concrete, broadly relevant regression with a clear failure mode and scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in JIT parsing is unrelated to a flash-attention AttributeError on `s_aux=None`." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing-replacement decoding crash and RT-DETR feature-level mismatch are different models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is stale documentation after pipeline removals; the other is a SigLIP2 runtime behavior/model-selection issue." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "The 2^24 category limit error and the static-cache slice-arithmetic bug are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code cache handling, but one is a path collision and the other is a FileNotFoundError; different bugs." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART decoder attention-mask initialization and output-embedding reinitialization after resize are separate model lifecycle bugs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated configuration versus preprocessing issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing cache bug and the other is lazy initialization causing recompilation; not the same defect." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are completely different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A regression filling non-persistent buffers with junk is different from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2's double-shift training-loss bug are different loss-calculation problems." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import IndentationError have no shared bug path." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional `post_init` policy and strict config loading for granite_speech are different compatibility checks." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from `image_utils` is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning behavior and Whisper empty-transcription handling are unrelated generation edge cases." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different model-specific failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba and local dataset loading in the example script are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map CUDA asserts and the category-count limit error do not share an underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression in VL models and a serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are separate vision-pipeline issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A model-config bug in SwitchTransformers is unrelated to a dataset-loading example failure." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM unpacking behavior are different runtime errors." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash loading problems and Janus image-generation test failures are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch issues are unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3 models, but one is OOM on video and the other is a memory overflow on a different lite-text model; not the same issue." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen2.5-VL video-position regression and SmolVLM video padding are different preprocessing bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale paged-generate warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:46082|issue:46121", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "3b605183094107eb353d2fa8dfe3ecbd7638eaa6949681ef020bd91689f83fbe", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36598, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pair in the DeepSeek tokenizer regression family. No pull request duplicates are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44779 is the best representative of the only near-duplicate subgroup here: a v5 tokenizer regression affecting DeepSeek-family models. It is broader than the more specific DeepSeek-Coder v1 report.", + "canonical_pr_reason": null, + "best_issue_reason": "44779 is the clearest umbrella report for the tokenizer regression, while 46489 reads like a specific follow-up/gap in the same fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different bugs: LoRA/extended-vocab weight collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal/model resizing, but the concrete failures differ: processor.tokenizer regression vs gemma4 resize_token_embeddings not updating tied components." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video input validation vs serve/KV-cache tensor indexing." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression on v5/v5+ producing incorrect outputs; 46489 looks like a specific instance or gap in the same fix path." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model-resize behavior vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors and different bugs: label reduction vs over-padding." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but assistant mask generation and Qwen2.5-VL vision_position_ids are different concrete failures." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely different issues: pipeline top_k output shape vs Bart decoder_attention_mask initialization error." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu exception handling bug are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch install are different dependency/environment problems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is missing cache in v5 chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields with trust_remote_code config loading; the other is an unrecognized model/config missing model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different targets entirely: Phi-4 multimodal loading vs removed Sam3LiteText config references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and missing falcon_mamba availability helper are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The first is specifically about tf backend packaging in the torch extra; the second is too vague and not clearly the same packaging issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and token embedding reinitialization are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "A missing submodule export and a missing top-level AutoImageProcessor import are not clearly the same underlying issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; not the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster read is grounded in the packet. The DeepSeek pair is the only plausible duplicate subgroup, and the summary stays conservative about the rest being heterogeneous. No pull-request duplicates appear in the packet, so that statement is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44016|issue:44062", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "3560ccd3f17740d17f32231df6d12bfd5b1cefe60a273fb757737bbd22a8cbab", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of Transformers bug reports, mostly around multimodal/model-loading, cache, and pipeline edge cases. Despite lexical similarity, none of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44521 is the strongest representative because it is an active, clearly described multimodal `apply_chat_template` bug with concrete reproduction impact and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to anchor the cluster: it is open, user-facing, and has the clearest actionable bug report among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Both are model/config-related, but one is a Qwen3-MoE sliding_window bug and the other is a stale auto-mapping reference for Sam3LiteText; different code paths and failures." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access error and CPU/CUDA output mismatch are unrelated symptoms with no shared underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline processor lookup issue is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache during chunked prefill and the other is a config option only honored for Quantized Cache; different bugs." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing is not the same as resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap: the first is just a vague low-signal report, the second is a specific fbank feature extraction error." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue and loading failure for a specific model are different root causes." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper length computation in qwen3_omni_moe and CPU/CUDA divergence are not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error does not match a feature-extraction TypeError." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config loading and PIL image processors requiring torchvision are unrelated model-loading vs processor-dependency issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated docs for return_all_scores." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but compiled flex_attention failing on torch>=2.9 and a version-check bug for AuxRequest are different concrete failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and model config loading failure are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/export of dequantized models and the other is FlashAttention inference failure; too different to merge." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different subsystems and failures." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "General unrecognized-model loading error and composite multimodal config unwrapping bug are related only at a high level, not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support mismatch and a vague dependency issue are not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed janus image-generation test is not the same as a cache-length configuration bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 model failure and the other is an AttributeError on sink-less models; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and a nonexistent image_utils import are distinct missing-symbol problems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template mask generation and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers is not the same as incompatibility with torch 2.4.1." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues in multimodal models, but they concern different models and different failure modes (default initialization vs dropped field)." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize not propagating is unrelated to Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask pipeline logic and memory overflow in sam3-litetext are not the same bug." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA decode_spans top-k bounds error and apply_chat_template on empty list are both index-like errors but from different functions and inputs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are different operations and bug mechanisms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and unreleased MIN_PEFT_VERSION bump are unrelated release/dependency problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:46082|issue:46512", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "a1c3a9cb2cfa7441ea5dc479c930919211b45055e436750e7db58b46e5116706", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/config issues, optimizer/deepspeed bugs, docs problems, and model-specific load/save failures. I don\u2019t see any pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists in this set; if one issue must anchor the cluster, issue:43295 is the clearest self-contained regression report with a concrete repro and code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the most actionable single issue: it describes a specific regression, a plausible failure mode, and a focused fix surface. The rest are mostly separate model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but 43295 is about processor/tokenizer API handling in custom multimodal code, while 44779 is a DeepSeek tokenization correctness bug. Different code paths and fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs, but 39692 is a SigLIP2 example/model-processor mismatch plus quantization failure, while 43901 is stale TextClassificationPipeline docs. Not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "42796 is a specific Ministral tokenizer BPE-marker bug; 43650 is not a real technical report about the same area. No shared underlying issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different model/config failures with different fixes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored in optimizer handling is unrelated to the Qwen3.5 tie_word_embeddings warning during ms-swift fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are separate code paths and symptoms." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol export issue; 45278 is a broad post-upgrade import break with many possible causes. Not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility break is unrelated to the MIN_PEFT_VERSION bump to an unreleased release." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline looking for image processors and remote_code breakage are different subsystem problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a config validation error around head_dim; the other is stale model.config.dtype after from_config(dtype=...). Different bug surface." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode and RTDetrLoss cost-matrix infeasibility are unrelated training/runtime failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings not updating layer embeddings are both weight-handling issues, but they are not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization behavior and the other is Granite AutoTokenizer ID generation. Different models and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL Moe loading failure and Qwen3.5 save_pretrained visual key regression are separate Qwen-specific issues with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated tokenizer vs model-loss bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss when output_router_logits=False and Gemma4 mm_token_type_ids defaulting to zeros are different model behaviors and code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: one item is effectively noise, the other is an FP8 inference failure on B200 hardware." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure involve different models and different loading paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they are distinct concrete failures with different root causes." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention crashing on s_aux=None and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend errors are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-initialization and Llama4Config missing pad_token_id are different config-class bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are model-specific and unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but Adafactor OOM and optimizer.step being called twice are different bugs with different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated utility/tokenizer 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": 26, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44016|issue:45823", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851" + ], + "prepared_review_unit_hash": "951a1d289b32d722d26415c008ccac2f87919ca7261f91fd6668a58c65c58861", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "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. The only recurring pattern is broad v5-era auto-loader regressions, so I used a generic loading bug as the representative issue. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest representative of the recurring v5 auto-loading breakages (tokenizer/config/processor import/load regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is user-facing, concrete, and the closest match to the small subset of generic loader-related issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Related quantization/offload space, but one is save-time failure and the other is load-time dequantized offload behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated subsystems: ANSI color output in reporting vs variable-length position_id handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring generation crash from future annotations is unrelated to a mistral_common import error in Gemma 4 loading." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a Chinese-reported slowdown are different bugs with no shared code path." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both touch position/rotary logic, but one is CPU-offload incompatibility and the other is variable-length input handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and failures: missing rms_norm_eps precision drift vs torch.split return behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class leakage/check failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Save-pretrained file omission and zero3 from_pretrained behavior are different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch is unrelated to intermittent slow import behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different regressions: masked LM prediction errors vs tokenizer output changes." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden_states regression are unrelated model behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue vs ESM2-specific breakage; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing config attribute and the other is a model-specific load failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class is unrelated to Python-version support issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend resolution is unrelated to a torch/transformers version incompatibility." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but they come from different loaders/models and do not look like one concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type resolution failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color output bug and wrong docstring content are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different Qwen models and different logic." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math bug and missing-vision-backend processor import error are different failures." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version/revision requirement and missing decorator registration are different kernels issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import sometimes vs unrecognized model/config.json error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version support regression are not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen components and different computations; only superficial positional terminology overlaps." + } + ] + }, + "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": 26, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44451|issue:46752", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "f4f638ca3a7fde67721057a27966bfc33375dc270cfd8e8ec4bf955c631f0ece", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36684, + "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 a loose similarity bucket: it contains several unrelated transformer bugs (imports, Qwen/Qwen3.5 loading, video/audio processors, deepspeed, docs, and misc runtime issues). None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "issue:36246 is the clearest concrete bug report among the import-error subset, but it is only a weak representative because the cluster is heterogeneous and not a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36246 is the best single anchor by specificity and reproducibility (full traceback, explicit missing symbol), though it should not be treated as the canonical cause for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime failures, but one is a missing symbol during sentence-transformers import and the other is an undefined TF backend path; different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save config mismatch and Zero3 from_pretrained loading failure are unrelated code paths and failure modes." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids behavior; both are Qwen-related but not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate() warning are different subsystems and different symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; no shared underlying bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and incorrect hidden_states assignment in an output object are distinct issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input processing ValueError vs empty chat template IndexError; both are input-validation bugs, but not the same one." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different behaviors in different paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; different code paths entirely." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers v5 loading regression; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention sink-less s_aux=None crash and variable-length position_ids are separate Qwen3.5 failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a buffer-backed position_ids error and Zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses when denoising is off are conceptually similar, but they affect different models and mechanisms." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share a concrete code-path bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI cleanup and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are distinct regressions." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they involve different missing symbols from different modules and different causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate import-surface regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs still mentioning return_all_scores is a documentation mismatch; sys.modules access is a runtime bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different DeepSpeed-related failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for a specific checkpoint and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline/audio paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and SmolVLM padding miscalculation are both video-related, but they are different concrete defects." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and missing load-balancing loss are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and embedding resize propagation bug are different issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt race do not share a bug root." + } + ] + }, + "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": 26, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43352|issue:45250", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "d27e6c5bb2faeffbc40c21a2dab0ba6745ce00353eb8e72f952d6a2b72de2282", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated model-specific issues; the soft matches are false positives from shared subsystem/model names rather than the same underlying bug. No PRs are present in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:46894 is the strongest representative: it is open, has the most inbound references among the clearly bug-focused items, and states a concrete reproducible training-loss defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best global issue anchor because it is specific, externally referenced, and clearly actionable for triage compared with the other more fragmented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is a missing field dropped by strict config and the other is an AutoModel text_config unwrapping bug; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing regressions, but they target different model families and different code paths (Qwen video input vs SmolVLM padding)." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues, not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings propagation and RTDetrLoss infeasible cost-matrix crashes are unrelated defects." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error is not the same as a performance regression after upgrading Transformers." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embeddings and the other is a missing decorator causing kernel registration failure." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText auto_mappings references are different failures." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and output_embeddings resize behavior are distinct components and bug types." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are different symptoms with different fixes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "One is inconsistent tied-weight serialization by device, the other is resize_token_embeddings not updating decoder embeddings; not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2_5_VLImageProcessor import and a ZeRO3/BertModel index error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and AutoProcessor backend-missing error are separate processor I/O problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but one blocks granite_speech loading while the other silently drops a missing Qwen field; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Florence2 training-loss double-shift are unrelated despite both being label-processing bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe Transformers 5.0 incompatibility is not the same as CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on Transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() mask initialization and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality errors and Qwen3.5 variable-length position_ids are different model bugs." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss double-shift are not the same underlying change." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression and a Windows ROCm torch.distributed import/type error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning behavior and patchtsmixer post_init policy are different configuration/model concerns." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 topic." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated 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": 26, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:43065|issue:43408", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:46752|issue:47020", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43475|issue:43643", + "issue:44964|issue:45137", + "issue:43475|issue:46821" + ], + "prepared_review_unit_hash": "bf0f172b56ca4a6f9217cb15c3a456d88695c898400b3312c095707e810e4aa8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37104, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy semantic cluster, not a duplicate set. The items share broad Transformers/tokenizer/model-loading language, but the concrete bugs and code paths differ; reject every soft pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated tokenizer, model-loading, training, cache, and pipeline regressions rather than one underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue is suitable; the closest tokenizer-loading reports still do not represent the rest of the cluster.", + "best_pr_reason": "No pull requests are present, so there is no PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma 4 mm_token_type_ids defaults are different failure modes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained and double optimizer.step with deepspeed are unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are distinct bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm import/dependency errors are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is separate from the sam3_video vs sam3_tracker warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows import failure and RTDetr forward feature-level TypeError do not share a code defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are not duplicate symptoms." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward and mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip token handling are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request rejection and Gemma pipeline token roundtrip are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of issue 38071 and the Gemma pipeline roundtrip failure are not the same defect." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention kernel divergence under torch.compile and cache lazy-init recompilation are different behaviors." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int support and missing chat template errors do not share a bug root." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crash with future annotations and cache.get_seq_length device-tensor arithmetic are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not duplicates." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and final partial-batch dropping in MaskGenerationPipeline are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsensical outputs and missing vision-backend handling in AutoProcessor are distinct." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are separate save-path bugs." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list apply_chat_template and XLMRobertaTokenizer Unigram init are unrelated tokenizer failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-related slowdown and double optimizer stepping with deepspeed are different regressions." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code config field loss and ESM2 being broken are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and duplicate optimizer steps do not overlap." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "eos_token_id inconsistency and AttentionInterface.register behavior changes are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings and missing fields from AutoConfig trust_remote_code are separate loading issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute loss and TimesFM window_size AttributeError are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43482", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:39692|issue:46726", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "e43fd91590413ddb81e470c6f2df19047d60cea8fc4dd24b296658731dd33c27", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues with a small Qwen3/Qwen3.5 MoE loading cluster. The strongest representative remains the Qwen3.5 MoE from_pretrained regression, but the nearby Qwen3/Qwen3.5 pair is only related, not clearly the same bug.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45310 is the clearest and most specific report of the Qwen3.5 MoE from_pretrained regression, so it best represents the concrete loading-failure subgroup even though adjacent Qwen reports are only loosely related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best triage anchor because it is concrete, model-specific, and centers the only coherent subgroup in this cluster: Qwen3/Qwen3.5 MoE loading problems under Transformers v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Likely related Qwen3.5 MoE/v5 regressions, but the packet does not establish the same underlying bug or same code path with enough confidence." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are different operations with different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc-example mistakes are not the same bug as AutoProcessor's missing-vision-backend error handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwarg updates and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision dependencies, but one is a video-model/torchvision crash and the other is an AutoProcessor image-backend error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export problems, but they involve different symbols and likely different code paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Auto-docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE loading failure and a missing-field/strictness bug are not shown to be the same defect." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An error-message wording issue in T5 validation is unrelated to auto_docstring stdout noise." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too generic to establish the same underlying bug as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-decoding crash on trailing replacement char and Kimi codec-handling regression are related only at a very high level." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is not the same bug as a runtime variable-length position_ids failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are different failure classes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained in v5 and mistral_common continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same underlying bug as pipeline-parallelism output corruption." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration decorator failure are separate issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip token issue are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug and Qwen3_5 image infinite loop are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import-path break and AutoImageProcessor import break are separate API regressions." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior has nothing to do with docstring diagnostics printing." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "The Qwen3-VL-Moe and Qwen3.5 MoE reports look related by family/version, but the evidence only supports loose similarity, not the same underlying bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are related only by model family." + }, + { + "left": "issue:46326", + "right": "issue:46399", + "accept": false, + "reason": "Tokenizer final-message handling and apply_rotary_pos_emb registration are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45310", + "accept": false, + "reason": "TF32 API messaging and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained are opposite operations with different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is broadly cautious, but one verdict is too strong for the evidence available. The accepted 44038\u219445310 pair is supported only by title-level similarity (Qwen3/Qwen3.5 MoE loading issues in v5), which is enough to call them related, not enough to say they are the same underlying bug. Also, the 45375\u219445478 rejection is stated too definitively as \u2018different bugs\u2019 even though the packet does not establish that with confidence. I\u2019d keep both of those as tentative rather than hard verdicts." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43504|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42222|issue:45200", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "23ed1f20c07658397f5120150466f85fc3792cbda9e29c017f2d7735935e1740", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only clear duplicate is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; all other soft pairs are only loosely similar at a subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue:42673 is the best canonical for the only true duplicate pair: it is the earlier, fuller report and issue:43704 repeats the same title and bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:42673 is the strongest issue to keep as the representative anchor for triage, but it should only stand in for its exact duplicate pair, not the whole mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: backend installation dependency issue vs a missing import in image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs entirely: model loading/config mismatch vs xdist race on captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a test xdist race, the other is broken auto_mappings references causing CI failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading for Beit segmentation is unrelated to the captured_info.txt race." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Package version pinning problem vs docstring tooling printing diagnostics; no shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python support regression vs missing import from image_utils; different failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to Adafactor/deepspeed OOM." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers vs embedding reinitialization after resize; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and model families." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency backend install issue is unrelated to leftover dummy classes and dir() leakage." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization defaults in Phi4Multimodal do not match a classifier output field mixup." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention mask construction and final-batch pipeline bookkeeping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/generation, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on a trailing replacement character." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different models and symptoms; not one underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading issue vs add_special_tokens BOS/EOS behavior for mdeberta-v3-base." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different specific errors." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and symptoms are different." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/modules; not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed MLflow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization, but one concerns clean_up_tokenization_spaces and the other processor.tokenizer/image passing behavior." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing under future annotations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The one accepted pair, issue:42673 and issue:43704, has identical titles and looks like the same VRAM-leak report, while the rest of the soft pairs are rejected conservatively based on different titles/symptoms. The summary stays appropriately cautious and does not overclaim broader duplication across the cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "1d0226e2ee7e365399a3e3837388a5d42c16962014f50ffb895659f8c068864c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated import, tokenizer, config, training, FP8, and generation issues, so there is no clear duplicate cluster or canonical representative.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a good canonical representative here because the items span many unrelated failure modes, and none of the soft pairs are close enough to merge into one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out: the titles cover distinct subsystems and bugs, so picking one as the canonical issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both mention import/init problems, but one is a missing image processor method and the other is remote-code checkpoint/meta-init incompatibility; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions around v5, but they affect different models and different behaviors (cleanup spacing vs codec handling)." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-ids buffer access and double optimizer stepping under deepspeed are unrelated code paths." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting after failure and a CustomTrainer compute_loss signature break are unrelated training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; different dependencies." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin problem and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: one is multi-label classification output, the other is local dataset loading." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE and tokenizer_class metadata mismatch are different save-path bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both involve imports/exports, but one is a missing image_utils export and the other is dummy PT object leakage; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3_5Moe are separate model-integration issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is from_pretrained loading in v5; different root causes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different mechanisms." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and optimizer stepping are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and attention registration behavior are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config None-handling for multimodal defaults and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one concerns FP8 MoE serialization and the other processor asset omission; not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register semantics and DeepSeek accuracy regression are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but one is transformers AutoImageProcessor and the other is huggingface_hub is_offline_mode; different packages and failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring error for position_ids is not the same as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation, but one is PretrainedConfig typing and the other is LlamaConfig head_dim rules; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE serialization and max_shard_size default behavior are different save_pretrained concerns." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions and B200 FP8 inference failure are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length handling are different cache/generation issues, not one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:44188|issue:44373", + "issue:27957|issue:30990", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "fafa7de4de743a4b4109349c920ad7a74a85018c9a5758ac1e946cf8179826b5", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of largely unrelated issue reports: import regressions, tokenizer bugs, quantization/save/load failures, and several model-specific vision/attention issues. None of the soft pairs look like the same underlying bug, so no duplicate edges should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative issue: it describes multiple import failures after upgrading Transformers, making it a reasonable umbrella for the import-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most globally representative issue in this set because it captures a broad, user-facing regression pattern rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: torch.split return values in a MoE indexer vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is a hardware/kernel issue; apply_chat_template missing a chat template is a processor API problem." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang and SigLIP2 zero probabilities are different models and failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different save/load paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Sam3 vision encoder attribute error and MoonshineStreaming sliding-window off-by-one are unrelated model bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video processing, but one is an attention-window off-by-one and the other is incorrect video padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting behavior and a wrong docstring for position_ids are not the same underlying bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "A torch.split value issue in GlmMoeDsaIndexer is different from the DSA indexer missing ReLU." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized models and saving/loading, but they refer to different quantization flows and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a specific SequenceFeatureExtractor.pad performance regression; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility is a load-time initialization bug; incorrect visual encoder keys on save_pretrained is a different serialization bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming windowing bug affect different models and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection is an API/server issue, while Gemma4Processor missing _tokenizer is a processor attribute bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs after checkout+init are both training issues but not the same concrete failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3-VL-Moe from_pretrained failure." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to missing text encoder weight loading in Sam3Model." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is a checkpoint/init bug, not a streaming attention mask off-by-one." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and old InternVL2 meta-init incompatibility are separate model-specific bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer extra-space after added token are unrelated tokenizer/export issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS with add_special_tokens are both tokenizer issues but different concrete behaviors." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure involve different components and symptoms." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Hugging Face Hub offline import failure and broad Transformers import failures are related only at a very high level, not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring problem for position_ids." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and SentenceTransformers loading hang are distinct issues with different triggers." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker is unrelated to memory overflow in sam3-litetext." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "7dba7c68910b222c842efcac6d7a2e19a6edf833651bbce646d775cffae4579c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are unrelated issue reports across tokenizer regressions, multimodal loading, import errors, generation bugs, and model-specific behavior. The soft-similarity edges are overwhelmingly false positives, so no pair should be merged as a duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43122 is the broadest and most representative of the few tokenizer-regression reports in the set, but the cluster overall is heterogeneous rather than a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the closest thing to a cluster anchor because it is comparatively generic; however, it should be treated as only a loose representative, not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but 42796 is a specific Ministral BPE-marker bug while 43122 is a broader cross-version regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hangs and a Mac bus error on a CLIP model are different runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered buffer, the other about tokenizer_class metadata saved to tokenizer_config.json." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallel inference output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failures and loading Phi-4 multimodal with latest transformers are separate model/load-path problems." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are distinct model implementation issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError while importing sentence-transformers are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping errors and failure to load cjvt/sleng-bert are different tokenizer/model-loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import is not the same as a broad set of import errors after upgrading versions." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value issue in the DSA indexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The sentence-transformers import NameError and removed Sam3LiteText references in auto_mappings.py are separate regressions." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are both from_pretrained-related, but they are different bugs." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "A dtype/transpose bug in deepseek-v4 and numerical differences in Minimax attention are not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping and apply_chat_template assistant_masks bugs are both tokenizer-adjacent but affect different APIs and behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/configuration bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The sam3_video/sam3_tracker warning and missing fpn_position_embeddings are different SAM 3 Video problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and apply_chat_template crashing on tool-call messages are different processor/template bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Cross-version tokenization regression and multimodal assistant_masks being all zero are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated technical issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenization, but 43122 is a version-regression report while 46326 is a mistral_common continue_final_message bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file breaking from_pretrained are different loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe failure and buffer read errors for position_ids are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained error; they are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:46726|issue:46981", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "f7e3f814f9cdf10daccff026e6ccb087553f0b8310f9dd57801a42006a4fa091", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated Transformers issues (imports, tokenizer regressions, model-specific bugs, docs, training/runtime problems). No soft pair looks like the same concrete bug or change, so I rejected them all.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading 4.57.0\u21925.5.0) and is the closest thing to a cluster representative, though the overall set is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue because it captures the broad version-regression/import-breakage theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer backend state; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; not the same underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script returning empty multi-label results; the other is a Gemma 4 config defaulting issue. Different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but for different tokenizers and different incorrect outputs; too broad to merge." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures from different packages and symbols; no clear shared code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel outputs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and a LayoutLMv3 validation error-message issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Install-time backend omission vs Python 3.14 load failure; different platform/setup problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different issues: SigLIP2 JAX parity vs a Qwen3_5 infinite-loop bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Doc parameter mismatch and auto_docstring stdout diagnostics are both documentation-related but not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "A v5 tokenization-space behavior change is unrelated to stale phonemizer language state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression; not clearly the same code-path issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different defects." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-compatibility problems, but in different areas and with different checks." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading with base_model_prefix and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but they concern different variants and different failure modes (general bug vs from_pretrained error)." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug vs SigLIP2 implementation mismatch; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python import/runtime errors and a documentation parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug and NaNs in classification heads are different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 model-loading/saving issues, but one is incorrect saved visual encoder keys and the other is a from_pretrained error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected feat-length helper behavior in qwen3_omni_moe is unrelated to an AuxRequest import version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are not the same issue." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing-vision-backend handling and repeated HTTP 429 retries are both AutoProcessor-related, but they are different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored and trainer.evaluate() failing after train() are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "218b183dd2c1f403ae509b894b0692b2bf3d9c51c03612383e0dd9250acfe4d6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers issues that happen to share v5/tokenizer/attention themes. The soft pairs point to different models, APIs, or failure modes, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45071 is the broadest, most cross-cutting regression in the set: a clear v5 API/type-checking break with wider applicability than the model-specific reports, making it the best cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the strongest representative issue overall because it describes a version-wide regression rather than a narrow model bug, and it has a clean, actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings control vs a missing image-processor method; different subsystems and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "CLIP attentions assignment issue vs VideoPrism hidden_states mismatch; unrelated models and outputs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification results vs pipeline translation messaging/docs regression; different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading bug vs AutoProcessor kwarg forwarding; different components and symptoms." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression vs DeepSeek accuracy regression; not the same bug or code path." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state vs empty chat-template IndexError; unrelated functionality." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Specific GPT2 FlashAttention 2 support request vs a vague Flash Attention issue; too different and too underspecified." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Swin2SR over-padding; different model families and bug types." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded generation vs tokenizer BPE marker handling; unrelated areas." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs a PyTorch version check bug in flex_attention; unrelated changes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer tensor-split handling vs Minimax attention numerical differences; different concrete failures." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints vs attention output differences; unrelated bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; both tokenizer-related, but not the same underlying defect." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs missing generation cache in chunked_prefill; training vs inference paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose models vs Ministral-3 FlashAttention failure; different model families and root causes." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs repeated 429 retries in AutoProcessor; unrelated network/loading behavior." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs a padding performance issue; not the same code path." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose breakage vs RTDetrLoss infeasible cost matrix; unrelated models and errors." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads vs video padding calculation bug; different components." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; both generation-related but different defects." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pin issue vs flex_attention import version check; unrelated dependency/version problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage vs empty-list chat template crash; unrelated areas." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs PretrainedConfig type checking; both v5-related but distinct API breakages." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention s_aux AttributeError; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under backend kernels vs Gemma4 bidirectional mask bug; both attention issues but different models and mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency vs NaNs in classification heads; unrelated failures." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong Qwen3 offset_mapping vs DeepSeek tokenizer incorrect results; similar theme, but distinct model-specific tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error; different model versions 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": 26, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "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:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "80a043c86b15772b9a6b35d23527fe63a89faf60b4d017e914d8e45df2de7e06", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items are import/tokenizer regressions, but the soft pairs generally point to different code paths or different model-specific failures, so almost all should stay separate.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set and best matches the import-regression subgroup, but the cluster overall is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most suitable global representative because it describes the widest user-facing regression pattern among the candidates, even though it does not unify most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and 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 AutoProcessor crash without torchvision." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression and stale config dtype are related to config handling, but not the same concrete bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils note versus a SequenceFeatureExtractor.pad performance issue; unrelated symptoms and code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is unspecified and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision and repeated 429 retries are different request/cache behaviors." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as save_pretrained checkpoint corruption." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patching are separate tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing-utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning in SAM3 is unrelated to a MobileLLM config-loading key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes and a noisy logging message are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to a padding performance issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model loading and unsupported tensorflow_text backend are different loader failures." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter mismatch are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are separate subsystems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default behavior and Qwen3.5 MoE from_pretrained loading are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and MLA rms_norm_eps precision handling are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized model config are different model-loading problems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both involve numerics, but one is a missing config epsilon and the other is a Minimax attention reference mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but not enough evidence shows it is the same specific missing import from image_utils." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and deepspeed double optimizer-step are distinct optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder-type metadata and the other is actual tokenization drift; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated training issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing bug and GLM-5 RoPE implementation discussion are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "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:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "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:46369", + "issue:46981" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "22061149a2eeae469fe0e06382c027bc8fa7ea8407ab607ea751aca601bb5f41", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like one duplicate set; it mixes many unrelated bug reports that only share broad Transformers v5 / model-loading / multimodal themes. No soft edge is strong enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config API; the other is a position-id key mismatch. Different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache handling is unrelated to a testing_utils bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific Qwen model." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A type-checking regression is not the same bug as the TensorBoard-without-TF backend crash." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different models and likely different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a model support/error path for FlashAttention; the other is a training-quality regression with FlashAttention 3." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A precision warning during compilation is not the same as incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size question is unrelated to the Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek internals and different tensor-shape operations; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one indexer is unrelated to the DeepSeek tensor transpose issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal/model-config bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but weight mismatch and a generic Qwen3-VL-Moe bug are not the same code-path problem." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file tokenizer/model loading are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision has nothing to do with testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated implementation areas." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated 429 retries are both networking-related, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention model internals, but one is a missing eps config and the other is a RoPE implementation issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal models and different symptoms: infinite loop vs memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug is not the same as the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API behavior and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch runtime flow, but cache handling in GenerationMixin and MaskGenerationPipeline partial-batch handling are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model generations and different numerical issues; not mergeable as one fix." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM family, but one is an image-processor method gap and the other is a DSA indexer tensor-split issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3Next layer projections and Qwen3.5MoeVisionConfig field loss are different model/config bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision dependency handling and a mistral_common import error are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46050", + "accept": false, + "reason": "An image-specific infinite loop is not the same as a quantized model save/load breakage." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but from different modules and different missing symbols." + } + ] + }, + "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": 26, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "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:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "c8c29df8b8d5a998ad732822763275d9024f1359d14529b1112a8afe949ba137", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar Transformers issues, but they do not appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated areas (imports, model loading, quantization, processors, training, docs), so choosing one as the representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the cluster. 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false, + "reason": "Attention scaling being ignored is unrelated to AttentionInterface.register changing the registered function's behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE models and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; 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": 26, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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"issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "d19357d250d55f8d84b11e9710573dc720d4d6d65c3ada5d2c498583d79a8b06", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set; it mixes many unrelated bugs and regressions across loading, training, tokenizer, import-time, and model-specific behaviors. No soft pair is close enough to merge as the same underlying change or defect.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring upgrade/regression theme and best captures the general v5 breakage context.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is general enough to represent the shared version-regression pattern, even though most members are not actual duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad report of many import errors after upgrading versions." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD optimizer args not being used is unrelated to a Trainer import failure involving datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is a different code path from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "A missing embed_tokens.weight in UMT5Encoder is not the same defect as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues are unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask misuse is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 decorator-parsing IndentationError are different import-time failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading failure is not the same as Gemma pipeline roundtrip tokenization issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to wrong optimizer state/params under FSDP2+PEFT." + }, + { + "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:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky set_seed coverage in SamHQ tests is different from an xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A targeted no_grad decorator change is not the same as a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs are not the same as an OOM while loading a specific Qwen2 model with tp." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* cleanup causing import slowdown is not clearly the same as intermittent import-transformers slowness." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to patchtsmixer post_init eligibility." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Missing no_grad on cache updates is unrelated to Python-version compatibility failures." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict is not the same bug as saving incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import dependency is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions not being assigned is unrelated to CLIPTextModel structural inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal-instruct." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SamHQ set_seed flakiness is not the same as GraniteSpeech CI device-override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding issues are unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup semantics and SmolVLM num_frames meaning are different behavior changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility from v4.57 are related only broadly, 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": 26, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44222|issue:44230" + ], + "prepared_review_unit_hash": "b3a5f810d1fe6cbd056e0418212eca6f26bdc709dbf36762916d145c1dcb4633", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it mixes import/export regressions, loading failures, tensor-parallel bugs, docs issues, and unrelated model-specific problems. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them as duplicates. If one issue must act as the representative, 43576 is the broadest and most central loading/v5 regression item.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43576 is the closest representative because it is the broadest and most connected v5 regression/loading item in the set, but the overall cluster is still too mixed to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best standalone representative: it is broad, central to the soft-similarity graph, and closest to the cluster's loading/import regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe and missing _tp_plan for tensor parallelism are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2.5-VL import and trust_remote_code cache FileNotFoundError are unrelated failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration on cache updates and dummy Conv2d in Sam3PixelDecoder are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing multimodal-token helper and cache FileNotFoundError are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 OOM under v5 and checkpoint reload compatibility are different regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5-Moe, but one is tensor-parallel support and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file runtime errors and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-API docs confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5-Moe config/model problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only bug and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation kwargs after sync_gpus are different generation bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing image backend handling are different processor issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate UnboundLocalError and docs confusion in model.forward are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are separate issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:42757", + "accept": false, + "reason": "Broken env command and missing is_offline_mode import are different failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application under model_init and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2.5-VL import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support and 'racoon' are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Env command breakage and Python 3.14 loading failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init Liger Kernel issue and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, 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": 26, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "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:44485", + "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:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "59a8fbaceca1837976fbbbf83919c7deadc1b7e6b833a1d68e5aad2c53e3f182", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39087, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific bugs that only overlap thematically (imports, lazy loading, config, processors, cache, and model compatibility). I did not find any pair that clearly describes the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the best representative because it most clearly captures the broad v4.57->v5.5 regression pattern and the import-related breakages that recur across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global anchor: it is broad enough to represent the cluster\u2019s dominant regression theme while still being concrete about the failure class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Generic v5 breakage vs a specific Qwen3.5 chat crash; same theme, different failure." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; different code paths and symptoms." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE math issue vs SmolVLM video-frame handling; unrelated bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import problem vs TensorFlow backend dependency error; not the same root cause." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete processor.save_pretrained file bug vs a placeholder bug report; no duplicate evidence." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import internals, but one is lazy loading and the other is unsafe sys.modules access." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA-indexer discussion vs video processor padding; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-MoE inference issue vs missing tensor-parallel plan; different problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance cleanup vs generation cache missing; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Bounding-box hallucination vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Bounding-box output issue vs infinite-loop-on-image bug; distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command vs checkpoint reload incompatibility after upgrade; both v5-related but not duplicate." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 breakage claim." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a separate config regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad model-breakage report; different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are v5 regressions, but one is import-error specific and the other is a vague broad complaint; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight conversion question; different feature requests." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* slowdown vs missing Qwen3_5 module import; related only at a very high level." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger-kernel application with model_init; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes vs lazy loading not working properly; same area, but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs inverse_sqrt scheduler kwargs issue; different components." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 limitation vs Qwen3-VL bounding-box error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different problem classes." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no duplicate signal." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch in save_pretrained vs generic bug report; no duplicate signal." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs NumPy conversion slowdown in SequenceFeatureExtractor.pad; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown vs cannot import HybridCache; both import-related but not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs scheduler kwargs ignored; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* performance issue vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility regression vs broad v5 breakage complaint; not duplicate." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility regression vs Qwen3_5 import failure; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weight key AttributeError; different bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; one is docs-only, the other is functional." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading issue; different components." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding; different models and 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": 26, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "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:43717", + "issue:44230", + "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:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "56a39d9a8edfb1fa99e4cb2b106d4307ceb53df7015efee5130b49d123584b31", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "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 broad themes like model loading, tokenizers, or version-5 regressions, but not the same underlying bug/change. I reject all soft edges and treat the set as non-duplicate issues rather than a single coherent duplicate cluster.", + "confidence": 0.87, + "canonical_issue_reason": "No exact canonical issue stands out; the set is too mixed. If forced to pick an umbrella, issue 45850 is the broadest v5-regression report, but it is too vague to be a reliable duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest broad representative of the cluster, but it is not a strong canonical because it is generic and the surrounding issues span unrelated code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs Gemma4 audio positional encoding bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic 'Bug report' is too vague to match the specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift are different model failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Transformers env CLI breakage and Qwen3_5ForCausalLM import failure are not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and _get_tied_weight_keys list handling are separate save/load problems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to Llama 3.2 vision model loading." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE logic." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access bug is unrelated to timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 regression complaint does not match a specific Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch and audio positional encoding are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math bug and multi-thread VRAM leak are not the same defect." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure involve different symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but the reported symptoms are not concrete duplicates." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel FlashAttention-2 support is too specific to merge with a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated generic complaint are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and 'Unemployment' are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue is not the same as a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat template tool-call crashes are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight key handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights AttributeError." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FlashAttention 2.0, but they target different model classes and code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bug are different failure modes." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance loading issue and documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different requests." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are different model implementation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c6c832477bc337b748936b550a0697ffbdf2b3918258157d24ef8e43bdc1c8d9", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964743, + "estimated_input_tokens": 241186, + "estimated_eval_tokens": 482628 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7772, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models/components (norm layers, Mask2Former loss handling, ModernBERT config typing, tokenizer warnings, DeepSeek gating, RoFormer attention). I do not see a true duplicate group here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code-path bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and kwargs propagation to loss functions are unrelated behaviors." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is not the same underlying problem as RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss-option handling and tokenizer regex warnings affect different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in code path: segmentation loss handling vs RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug and a typo in a quantization attribute name are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but in different configs/modules and not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same fix." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm-vs-L2Norm question is about model implementation semantics, not a ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior and ModernBERT config typing are different artifacts and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "d0189a0fb25da5358e9d669f271daf1fa632fea18fbfa5ab7e3283551742f456", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about unrelated topics: token truncation behavior in NLP, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. No duplicate cluster is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical representative because the items do not describe the same underlying problem; they are distinct feature requests/questions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: truncation direction for tokenization vs word start/end offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: token truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different concrete problems: scheduler-like behavior vs Wav2Vec2 time-offset extraction." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e23a65404e3e1f16e84f8b3f6117e37e2843cf823eeb0616d8733aee3c736cb0", + "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": "No strong duplicate cluster here. The issues are about different parts of the system: tokenization, private-model authentication/error messaging, and a generic model-loading failure. Neither soft pair looks like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most broadly framed user-facing loading problem and is the closest representative of the cluster, but it is not clearly a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best issue candidate by scope and prominence; the others are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. inability to load a model are different code paths and different failure modes; no evidence they describe the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a private model download/login error, while #16618 is a generic 'can't load bert-base-uncased' report; the scenarios and underlying bug are not clearly the same." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "dff0997a38bcb8ca9f5fa8bd107d006290c7621bc42dd1f41d5e195df677daaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "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 not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but they target different feature areas and code paths.", + "confidence": 0.96, + "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 underlying requests (Flash Attention 2 vs GGUF support) with no indication they would be fixed by the same change; same broad subsystem/theme is not enough for a duplicate match." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "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:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "4e95dded31a6e626a61e884d990ed93acf6a5fdab189d0df0e8dc463d23f27c0", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated language-specific translation requests that should not be merged together. The only clear duplicates are the generic placeholder translation issues and the exact Thai duplicate pair; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the earliest generic placeholder translation request and the best representative of the placeholder-duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most suitable single issue to keep because it is the broad template-like translation ticket and predates the near-identical copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request; similar template wording is not enough to treat them as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language and separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language and separate translation request." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; these are separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different translation requests; high textual similarity alone is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different translation requests; not a clear duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate copy of the same translation ticket." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; clear duplicate of the placeholder ticket." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and identical-looking content; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title; likely a different request rather than the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title; likely a different request rather than the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the placeholder translation issues share the same generic title and very high similarity, and the Thai pair has an exact title match with identical similarity evidence. The non-duplicate calls are conservative given the distinct language-specific titles. No PRs are present, so that part is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "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": "3097c5560ddb8a80355eb1a5f6cdfb3b932a3591bc3a45ab12f98c67dff6bd00", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topical cluster of model-request issues, not a duplicate set. The shared similarity is mostly generic \"add support for model X\" language, while the actual models, tasks, and code paths differ.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the issues span different models and even different modalities/tasks, so the soft similarity is too broad to represent one underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative for this cluster; any one choice would misrepresent the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different models and requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching vs MiniCPM3 model architecture add are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different architectures with no shared concrete change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio request different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, not one duplicate request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS do not describe the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same bug or feature." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly, not as one concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE support for BERT-like models and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modality support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities/models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are different concrete code changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different tasks and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated model features." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities/models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "b2e78a3c4f7af48497afef063cd1d77bc5106b202dbeec87e41b65584bb898b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates or closely related: one is a docs-only request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no clear canonical cluster item here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the more substantive technical issue in the set; #38740 is a separate documentation request and does not represent the same underlying task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and work types: a documentation addition request versus a Vision RoPE code refactor. No shared underlying bug/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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "cf8d435d1601b699d2e71fdad27be1b9de29a9b480a57eedbdd5a97074104cde", + "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 about block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe 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:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and outcomes: decoding logic vs. model/version support. No shared code path or concrete duplicate signal." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "22a80cd867fc0e2b3d1dae245f9b93bbd3f10fb8d69b5e767dae6f460f262083", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both memory-efficiency related feature requests, but they target different components and changes: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or patch.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request; issue 41826 is a separate enhancement for a different module and should not be treated as the same ticket.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the better representative if one issue must anchor the cluster because it has a specific API/flag request and a clearer implementation target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes in different subsystems: FLCE/from_pretrained support versus TiledMLP integration. Shared memory-footprint theme is too broad to consider them the same bug/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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "40303d0fa97ea5f9b4938943739a0ab357fd7af9d85bd46bbbdda515df2ef6af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Trainer customization, but they target different problems: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. They are related at a subsystem level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and self-contained topic, so it would be the better representative if a single issue had to anchor this cluster, but the pair does not look like duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different Trainer concerns and code paths: one is about unused-column removal customizability, the other about FLOPS estimation for custom trainers. Broad thematic overlap is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "d1d88c2b46e4438fb35482cedf9972e75780ad07f558143e28b8397de761742c", + "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 two issues are about different model families and different auto-class tasks: Qwen3-Omni generation model registration vs Qwen3.5 sequence-classification support. They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requested capabilities and code paths: one asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not mergeable into a single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "e32e3d306225239478fe9d3613f4dee2b160c1cc48f0220a93dcb2c2332870f3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" appear to be the same low-information duplicate cluster; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the near-identical \"huggingface \" reports and is representative of the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue representative: it matches the other two identical-titled reports and gives the clearest anchor for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ completely and there is no shared concrete problem description; this looks unrelated rather than a duplicate." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface \" issue pattern and no issue details indicate the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive overlap beyond being short, sparse issues; the titles point to different topics." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same near-identical title and similarly empty bodies; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing technical details; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same low-information content, with no evidence of a different problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title, while 43835 has a different title and no other evidence ties it to that cluster. The canonical choice of 43845 as the earliest of the repeated-title issues is reasonable. The soft-edge verdicts stay conservative given the limited evidence, so I accept." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "c20b45ca0cfa4aa6fc9bb6de26886d650ca461c1c72d69c7fc11c8e851a0bd70", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-information/spam issues rather than duplicates of one concrete bug or change. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no concrete bug, change, or shared target to unify." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No substantive content beyond a spam title; nothing shows the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; these are not the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Generic spam versus a community benchmark tip; no shared code-path or change request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam versus a topical but unrelated issue title; no evidence they describe the same thing." + }, + { + "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 request does not match a spam placeholder or any concrete duplicate target." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence they report the same underlying issue or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no common bug or fix path." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond being low-information titles." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a benchmark tip are not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of a shared defect or change request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "257983a2c6555fddc44148f5df7062e047e48fee7af36907245ff94fe274d30b", + "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 closed issues are near-duplicates with the exact same title and very similar bodies, describing the same energy-reduction proposal. Issue #45145 is the better canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the earliest instance of the duplicated report and already has an inbound reference, so it is the best single place to keep the discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of the cluster because it predates #45151 and appears to be the original submission of the same issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar issue content; both describe the same underlying energy-reduction proposal, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have close body lengths, and the pair is flagged by soft similarity. The canonical issue choice is conservative and supported by the earlier creation time plus the inbound reference on #45145." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "8aeb279b3a05d2df3b4ac0fe5fe334b9015c807abe301aea079d6dc48f43e8da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issue reports in any meaningful product sense; both are empty, person-name-only issues with no bug/change description, so there is no evidence they refer to the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue can be identified because neither issue describes a product problem or actionable report; they are just unrelated personal-name titles.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; both have no substantive content, so there is no meaningful 'best' issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal names with different dates and there is no issue body or other evidence tying them to the same underlying bug or request." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "fdad32a46430f4043c45693a9c38e58f4a661af8edc72f5df85920cf5240c38c", + "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, containing only different personal-name titles and no shared technical context, targets, or discussion. This looks like accidental clustering rather than a duplicate bug report pair.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a better canonical technical report; both lack body content and any issue-specific context, and the titles indicate unrelated personal-name entries.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because there is no discernible bug, feature request, or shared problem statement to canonicalize.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles refer to different people/dates and there is no shared technical subject, body text, or linked target indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7d39c794ed66802fe3350ae35a7bf6bb93ca022b3f1883b1e029a5809978e74a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They address different features in different parts of the stack.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue; the issues are unrelated feature requests.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster, since 45810 and 46295 concern different changes (model head support vs FP8 training).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a token-classification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "ab83e8f880803f7b7a16d8653060a284ad2caec8a7bfc5e13ae6e772581cddb9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo item and does not match either pair.", + "confidence": 0.98, + "canonical_issue_reason": "There is no single canonical issue for the whole set because it contains two distinct duplicate requests; the clearest duplicate anchors are 45870/45871 and 45872/45873, with 45869 unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative overall because its title is the most concrete and it forms an exact duplicate pair with 45873.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same underlying example request; these look like exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge-themed, but one is an example for prediction and the other is about a scraping service; not the same request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same underlying DataForge scraping-service request; these are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are exact title matches, while 45869 is a different title/domain and is not treated as a duplicate. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "6cc33f34af0f653402d50622e03a627f086b373773579eb331965a646e6b8a8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to static-cache failures around `linear_attention`, but they describe different failure modes (`wrong shapes`/`RuntimeError` vs `KeyError: 'linear_attention'`). They look related at the subsystem level, not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader, likely root-level failure in `early_initialization` corrupting linear-attention shapes, which could explain downstream crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone report: it names the offending path (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`), making it more actionable than the narrower Qwen3.5 KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear-attention, but the reported failures differ materially (`shape corruption` vs missing `linear_attention` key). Not enough evidence they are 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": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b5d26d127e2a1f0317ad02d05824f46129c5f6b4f240ccd4a9d213139e1f96d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-perfect duplicates with identical titles and bodies about the Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better living tracker for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the cluster because it is open and already referenced, making it the most useful issue to keep as the canonical record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same underlying tokenizer bug, and matching report details indicate these are duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues share the same title, same body length, and soft-similarity evidence with Jaccard 1.0. Choosing the open issue #46552 as canonical is reasonable and conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "7d9f6e965a736d79eeef62868c878aaec8ec54731a16e9e303d7861859d3118d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about training failures, but they describe different underlying problems: a tensor shape mismatch in object detection training versus out-of-memory after several epochs in RT-DETR v2. They are related by broad training context only, not by the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is the more concrete and generalizable training bug report; however, it is not the same problem as #46692.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the best single issue to anchor the cluster if one must be chosen: it has a specific failure mode and a clearer bug description, while #46692 is a different OOM symptom with a different likely root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Do not merge: #46657 reports a tensor size mismatch during object detection training, while #46692 reports out-of-memory after some epochs in RT-DETR v2. Same broad training domain, but different failure modes and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "dc0996677310aa9a41cf02883b3f87e2d688cebd06f85dee31f2db320c469d8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one reports a ZeRO-3 zero.Init sharding/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad theme of model loading behavior.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate candidate: the failure modes, code paths, and user-visible errors are different (ZeRO-3 partitioning/OOM vs 4-bit auto device placement ValueError).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative report: it names the affected submodule, the deployment context, and the concrete OOM symptom more clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs and different mechanisms; sharing 'model load' behavior is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-7", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:46998", + "issue:46998|issue:47037", + "issue:46948|issue:47037", + "issue:46940|issue:47037" + ], + "prepared_review_unit_hash": "e4d8550ac8b52cde9a8111494eb645c2c109427190784ec32ace86cc2646385f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11156, + "estimated_input_tokens": 2789, + "estimated_eval_tokens": 5834 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11156, + "estimated_input_tokens": 2789, + "estimated_eval_tokens": 5834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues appear to be a repeated daily triage series with the same template/title pattern, not evidence of the same underlying defect. I would not deduplicate them as hard duplicates; at most, 46906 is the best representative because it is the earliest and most referenced thread.", + "confidence": 0.78, + "canonical_issue_reason": "If a representative is needed, issue 46906 is the best anchor: it is the earliest in the series and has the highest inbound references/discussion activity among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "46906 is the strongest single issue to keep visible because it appears to be the original/earliest triage thread and has the most external attention. It is the best summary node for this recurring daily pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series title pattern, but different dates strongly suggest separate daily reports rather than the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These look like separate day-specific triage threads, not duplicate reports of one bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "The shared wording is generic; the date-stamped triage framing indicates distinct instances/work items." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Likely separate daily triage issues, not the same defect or change request." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage label, but no evidence they refer to one concrete underlying problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage entries are more likely related in theme than duplicate in substance; no concrete same-bug evidence." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and generic triage wording make these distinct issues, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "No evidence of the same underlying failure; these appear to be separate daily triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "The titles are templated and date-stamped, which is not enough to merge as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:47037", + "accept": false, + "reason": "These look like successive triage notes rather than one fixed bug report." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Likely separate daily triage threads with similar subject matter but different report context." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The available metadata supports a recurring series, not one shared underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No concrete shared code-path or exact failure details are available to justify deduping." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same template/title, but the day-to-day triage pattern indicates separate instances." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "These are best treated as distinct daily triage issues, not the same bug." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No strong evidence they describe the same concrete failure." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The date-stamped triage format suggests different reports, so do not merge." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Insufficient evidence of a shared underlying defect; these appear to be separate triage entries." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Although titles match, the different dates and recurring triage context point to distinct issues." + }, + { + "left": "issue:46948", + "right": "issue:47037", + "accept": false, + "reason": "No concrete overlap beyond the generic triage label; likely separate daily reports." + }, + { + "left": "issue:46940", + "right": "issue:47037", + "accept": false, + "reason": "These appear to be successive entries in a triage series, not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "64ced8c9f9ce384b0a3966c2be3525a935ce8147fae1865a0f4f9f9d3c1267b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are the same feature request for RWKV7 model support; they are very likely duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical because it is still open and can serve as the active tracking thread for the request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue overall since it is open, current, and directly matches the duplicated request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested support, and highly similar issue content; these are the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the exact same title, and the only pair evidence is high soft similarity. Treating #46984 as the canonical active thread is reasonable since it is open. The duplicate assessment is conservative enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "974255f26bb39997d1a25fdabe5266eea34d62272cfc842a6673ba4ac43da7eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are broad AI/cybersecurity topic posts rather than concrete bug reports, and they overlap only at a high thematic level. I do not consider them the same underlying issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 47015 is the more concise and general representative of the topic, but it is not a true duplicate of 47007.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the cleanest stand-in for this cluster because its title is shorter and more generic, making it a better representative if one is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Same broad AI vulnerability-discovery theme, but no concrete shared bug, change, or target; these read like distinct writeups/topics rather than 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": 1, + "component_count": 32, + 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null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "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-40546-43", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46417", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46933", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + 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I do not see any true duplicates here; at most a few pairs are superficially similar because they touch the same broad file or share a model-family/test-fix theme.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Unrelated changes: workflow normalization vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46933", + "accept": false, + "reason": "Different model areas: Molmo2 addition vs Gemma4 vision dtype fix." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Different features and models; no shared bug or code path." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch vs diffusion_gemma test skips are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47025", + "accept": false, + "reason": "Native FSDP2 migration vs diffusion_gemma test maintenance." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Both are model additions, but for different models and implementations." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "Same file, different training-args behaviors; 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similar scaffolding only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Model addition vs test skips for diffusion_gemma." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47040", + "accept": false, + "reason": "Qwen3-TTS model work vs CI/workflow and model-tags changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch is unrelated to the workflow PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition vs workflow normalization are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47003", + "accept": false, + "reason": "Workflow cleanup vs OpenVINO exporter; no shared bug." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47040", + "accept": false, + "reason": "Workflow cleanup vs CI/model-tag changes; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47034", + "accept": false, + "reason": "Workflow normalization vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test improvements vs workflow cleanup are unrelated." + }, + { + "left": "pull_request:46417", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions; same broad pattern, not a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 addition vs training_args split_batches fix are unrelated." + }, + { + "left": "pull_request:46417", + "right": "pull_request:47003", + "accept": false, + "reason": "HunYuan VL model add vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "Training args fix vs exporter feature work; no overlap." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47040", + "accept": false, + "reason": "Wav2Vec2 dispatch work vs CI/workflow changes are unrelated." + }, + { + "left": "pull_request:46417", + "right": "pull_request:47040", + "accept": false, + "reason": "Model addition vs workflow/model-tag maintenance; not the same change." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47040", + "accept": false, + "reason": "Training args behavior change vs workflow/model-tag changes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family, but one changes model execution and the other only test loading kwargs." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different model bugs: Whisper/AudioFlamingo3 cache state vs Mamba2 OOM handling." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/AudioFlamingo3 cache fix vs PEFT load behavior are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input-id casting vs Whisper/AudioFlamingo3 cache fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam integration fix vs GLM46V fix; different code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V fix vs Mamba2 test/runtime patch are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Different model test fixes; only the failure class is similar." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM-OCR test/model fix vs Gemma3 generation config change." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Musicgen_melody output mismatch vs Gemma3 generation behavior." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Musicgen_melody and GLM-OCR are unrelated models." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam fix vs Gemma3 generation config; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam integration fix vs Musicgen_melody test fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam vs GLM-OCR are different model families." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "FSDP2 infrastructure vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash work vs Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions with no shared underlying bug." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model addition vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 and Step-3.7 Flash are unrelated model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7 Flash model work vs exporter feature work." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47040", + "accept": false, + "reason": "Neuron compile default vs CI/workflow and model-tag changes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47040", + "accept": false, + "reason": "RoPE test improvements vs workflow/model-tag changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model addition vs OpenVINO exporter; no shared bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47040", + "accept": false, + "reason": "Molmo2 addition vs workflow/model-tag maintenance." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition vs Neuron SFT experiment." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model addition vs torch-compile backend default." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test work are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47003", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47040", + "accept": false, + "reason": "OpenVINO exporter vs workflow/model-tag changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "Exporter feature work vs Neuron SFT experiment are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE tests vs OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition vs RoPE testing changes." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47040", + "accept": false, + "reason": "Neuron SFT experiment vs workflow/model-tag changes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "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": "3956ccb0b6aefcabbb77dc6ca979f1df50e3b01e044d6fca99a126a636fb2e2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: one adds covariate-based forecasting to TimesFM, the other adds image classification support for DINOv3. They do not look mergeable 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": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e2712718898228af4335f40bba00668df4d05b5783a9ec31ffa461595224d86e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate: the two `fixed_cross_entropy` PRs against issue 43240. The other candidate pairs touch different models/features and are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240, has substantially more review activity, and implements the same `fixed_cross_entropy` kwargs support as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest single representative of the duplicate pair because it is explicitly issue-linked and appears to be the more reviewed, complete version of the same loss-function fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: Mistral tokenizer API additions vs adding MobileLLM model files." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different areas: tokenizer method additions vs Executorch dynamic-shape export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-loading robustness work is not the same as adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both mention unrelated core code paths; one is cross-entropy kwargs, the other is Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export testing is not the same change as Mistral4 fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and adding MobileLLM are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation and config-resolution fix are different underlying changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor does not match Mistral4 test/model changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are different subsystems and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes are not the same as serve chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model changes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work and `cls.config` resolution ordering are separate code-path changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is not the same as introducing a model-creation skill file." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs make the same concrete `fixed_cross_entropy` change: add supported kwargs/parameters and pass them through to `nn.functional.cross_entropy` for issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and stay conservative. The only clearly supported duplicate pair is PR 43251/43254: both target issue 43240, edit the same file, and implement the same `fixed_cross_entropy` argument support. The other rejected pairs are appropriately treated as unrelated based on their distinct filenames and change scopes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "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": "f4b058f03f1341c21101f5bb62f8b7ad7d762b150f2ab19c9c71bddd0f62ebc4", + "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 workflow-dependency upgrade PRs overlap in affected GitHub Actions files, but they target different changes: one is a broad Node 24 compatibility refresh, the other is a narrower bump of docker/build-push-action and a few related workflow actions. They are not the same fix and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more representative upgrade set, spanning many workflow files and explicitly framing the change as Node 24 compatibility work.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best cluster representative because it captures the wider workflow-actions maintenance effort; PR 42976 is a separate, narrower version bump focused on Docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow action upgrades, but they update different action families for different purposes: 42975 is a Node 24 compatibility refresh across many workflows, while 42976 mainly bumps docker/build-push-action to v6 and related actions. Shared files alone are not enough to treat them as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "e3b8711eebbff7e15440df136168156de29b18eed97d621f39448f96b7417401", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared Transformers registration/docs plumbing, so none should be treated as duplicates or merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a distinct model family and code path, with only generic shared registration/documentation changes.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; all four PRs are independent additions rather than variants of the same fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations. Shared auto/docs files are expected for new model onboarding, not evidence of the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with different model packages and test suites; overlap is only generic Transformers scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct architectures. Similar registration updates do not indicate a shared bug or mergeable single PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model releases with different files, processing/modeling code, and tests; they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "77e3ef8eb001fd3d07417c507c2498b5bcf89a776e21bbb94ed105a13cc4ae41", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19600, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated open PRs clustered by weak text similarity. The only substantive duplicate-looking pair is the two YOLOS fixes targeting the same device-mismatch issue; everything else is either test churn or a different subsystem/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the clearest representative of the YOLOS bugfix: it touches the same model file, targets the same issue, and includes the concrete device placement fix plus the split-module adjustment. It is more complete than 46886.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best overall PR in this cluster because it is the most concrete, self-contained production fix and the only one with a clear duplicate counterpart.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-oriented, but they modify different models and are not the same bug/change; the overlap is just generic 'fix tests' noise." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test cleanup is unrelated to the FP8 dequantization/model-loading fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas and different changes: Whisper test fix vs generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test changes are unrelated to YOLOS runtime/device placement fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests, but they address unrelated models and unrelated failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No common underlying bug: this is test-only CLIP/ViT churn versus FP8 dequantization and loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test noise in CLIP/ViT is not the same as generation configuration validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Unrelated test edits versus a YOLOS model runtime fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "Distinct fixes: FP8 dequantization/model loading versus Phimoe integration test infrastructure." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths and different bugs; no plausible single merged PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 quantization/dequantization changes are unrelated to YOLOS device mismatch behavior." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI/device-map test fixes are separate problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These are different model/runtime bugs in different subsystems." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test/CI fixes are unrelated to YOLOS model device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch issue in the same file and the same issue; 46922 looks like the fuller version with the concrete tensor-to-device fix plus the no-split-module adjustment." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are clearly cross-model/test/CI churn, and the only supported duplicate-looking pair is 46886 vs 46922, which share the same YOLOS file and issue target. The conservative reject decisions are fine, and the mergeability judgment for the YOLOS pair is plausible because 46922 is a fuller version of the same bugfix rather than a different change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "28688c34ae7fa47f0aa712816ad1b15777f9cee12e6dc5493388821969624713", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated test/CI-bot changes and should not be clustered as duplicates; none fixes the same concrete code-path problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 changes setup/dependency metadata and a ViT test; 43532 rewrites several GitHub workflows plus testing utilities. They do not address the same underlying bug or mergeable change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 is about pytest dependency/version/test scaffolding, while 46747 changes the PR security-gate workflow trigger. Different subsystem and different change intent." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 updates comment/scheduled/slack workflows and test utilities; 46747 only changes the security-gate workflow from pull_request_target to pull_request. Related area, but not 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": 9, + "component_count": 32, + "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": "8c9700c6778c9b70a40eda2f7e30009b37874e52356abaac510f4b04bc0d0286", + "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 related multimodal pipeline feature PRs, but they implement different segmentation tasks and different model integrations, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with a different code path and model set.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the better representative only in the sense that it is the broader/more integrated pipeline addition, but it is still a distinct feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features: concept segmentation vs visual segmentation. They share documentation/pipeline scaffolding, but target different underlying tasks and models, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "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": "6c2aed5c4ccca641ccab0db756f7c4fca980433ff6b01c41fc195f9d31f33f3d", + "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 modify `src/transformers/trainer.py`, but they address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other changes column filtering/signature inspection. They are related in broad area only, not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concrete changes and code paths: `_loss_is_scaled_for_ga` affects training loss scaling, while `_get_signature_columns` affects dataset column filtering/signature handling. They are not mergeable as one PR and do not fix the 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": 11, + "component_count": 32, + "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": "41b0ce12673e61e31368e80554a50ec4c765eb4af96b4a2ab932afbcd1985cdf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter NameError, but they appear to be different fixes rather than one exact duplicate.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, higher-activity fix for the TypeAdapter NameError in the CLI and looks like the main candidate to represent this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 most directly addresses the optional-pydantic TypeAdapter crash path by guarding the import under TYPE_CHECKING and quoting the annotation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They share the same file and symptom, but the changes are not clearly the same underlying fix: #43656 modernizes annotations with __future__ annotations, while #43842 specifically guards TypeAdapter for the missing-pydantic case. Related, but not a confident duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "f8484a292db1392ec5359dcb7811f7c0b665e4489dfbfbe6d08725fc982710d2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a broad cluster of parallel model-specific refactors for the standardized output-tracing framework around #43979, not a single duplicate bug fix. Most soft edges cross unrelated models and should be rejected; only the GPT-J/CodeGen and GPT-Neo pairings look like the same underlying change family.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR covers the whole cluster, but pull_request:44722 is the best anchor: it is an explicit #43979 follow-up, touches the same GPT-J/CodeGen output-tracing path as the earlier GPT-J PRs, and most cleanly represents the shared refactor style.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the strongest representative of the cluster\u2019s shared output-tracing refactor pattern, with explicit issue linkage and overlapping GPT-J/CodeGen code paths; the other items are mostly separate model ports rather than duplicates of one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and different code paths; only the umbrella refactor theme matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; both target output tracing, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family on the same file path; these could plausibly be merged into one change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different implementation paths; same project-wide pattern only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same framework idea, different underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; too different to be the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models; only the shared output-tracing refactor pattern matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model family and files; likely duplicate or follow-up of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; same umbrella theme but not the same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and different affected code." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; no shared concrete bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; similar pattern, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and different refactor targets." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; same umbrella refactor but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated model code." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different output-tracing implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J; same theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; not the same underlying fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; not the same concrete change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 versus GPT-J/CodeGen; similar refactor style, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; same umbrella refactor only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus VisualBert; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 versus MPT; same refactor family only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; different model-specific code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo versus GPT2; same theme, different concrete code." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert versus GPT-J/CodeGen; unrelated model code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer versus GPT-Neo; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; same framework theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus SegFormer; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; same refactor theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; not the same underlying change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; same broad refactor idea only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; different models and code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; same theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different underlying code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; not the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; same umbrella refactor only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; not the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized-output-tracing change family, with overlapping files and the same concrete refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; they could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; only the high-level refactor pattern matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus ResNet/RegNet; different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; different concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as a broad standardized-output-tracing cluster around #43979, with 44722 as the best anchor and most other PRs as separate model-specific ports. The accepted soft edges are conservative enough because the paired PRs do share the same model family/code path and look mergeable into one bugfix, while the rejected cross-model pairs are appropriately kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "85eb8f1038842a77034dd817d6481373b6a90094b098441daee5d78c1f0e5356", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all pull requests for the same broad migration pattern\u2014standardized output tracing / capture decorators\u2014but they target different model implementations and code paths. No issues are present, and none of the soft pairs look like duplicates of the same concrete fix/change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it is a focused, model-specific output-tracing refactor with the standardized decorator pattern and a clean, descriptive scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster anchor because it most directly captures the shared refactor theme without relying on broader scope, tests, or an issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models (FocalNet vs ImageGPT); same refactor style, but not the same underlying code-path or mergeable change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models (VisualBert vs TextNet); both migrate output tracing, but they fix separate implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate code paths; the similarity is only the shared output-capture refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model implementations; not the same concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet vs SqueezeBert: same migration theme, but distinct model-specific refactors that should stay separate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different output-tracing code paths; shared framework pattern 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": 14, + "component_count": 32, + "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": "55a7408a0263826bfe094f50f27ec86ff637fb92a59fd7f5c78333a17685c815", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; they are separate output-tracing refactors applied to different model families. The similarity is mostly thematic (adding can_return_tuple / output-capturing plumbing), not the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest and most implementation-heavy example in this cluster: it spans both Mamba and FalconMamba and introduces the output-capturing plumbing, so it is the best single representative of the shared refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the most globally representative PR here because it has the widest scope and the most substantive tracing infrastructure changes; the other PRs are narrower, model-specific variants of the same 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, not the same code path or bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); this is a similar tracing refactor, not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and architectures; both are output-tracing cleanups, but not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and mamba/falcon_mamba are unrelated code paths; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models (timm_backbone vs rwkv); shared theme does not make this the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated implementations; both change output tracing, but not the same bug or feature." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and model families; too broad to be duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are different model stacks; these are separate refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder are unrelated code paths; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are distinct models; same high-level refactor, not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated; the overlap is only in output-tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and concrete code paths; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder and Mamba/FalconMamba are unrelated architectures; this is only a similar refactor style." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "VisionTextDualEncoder vs DepthAnything are different model families; no shared bug or merged PR scope." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different models; the change pattern is similar but the code paths are not." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba/FalconMamba are unrelated; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything are separate model implementations; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths; too broad to treat as duplicate PRs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/FalconMamba are different architectures; not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "FalconMamba/Mamba and SuperPoint are unrelated models; only the tracing refactor pattern is shared." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba and CodeGen are different code paths; similar API cleanup, not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated model families; the overlap is just the refactor theme." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated; not the same bug or change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model implementations; no duplicate evidence beyond broad similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder and CodeGen do not share a concrete code path; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are distinct model families; these are separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths; not mergeable into one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are different models; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated architectures; not the same underlying bug or feature." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate model stacks; similarity is too shallow for duplication." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are related wrapper patterns but still distinct code paths and changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated models; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated architectures; no duplicate relation." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are separate models; similar refactor style only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are different code paths; broad similarity is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are unrelated model families; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate implementations; not the same bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated; shared output-tracing cleanup does not make them duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different models and code paths; no duplicate evidence." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model families; this is only a similar refactoring theme." + } + ] + }, + "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": 32, + "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": "c8ee03e396eea841c88a181f16f124eba8da3c1d5e98fc720d6158da4f14cba8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs: one introduces PenguinVL, the other adds Voxtral TTS. The overlap is only in shared Transformers registry/docs boilerplate, not a shared underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests implement different models and different code paths, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; both are distinct feature additions, though 45401 is slightly more self-contained because it has an explicit issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are separate model integrations with different configs, modeling code, and tests. Shared filenames are generic auto-registry/docs files, which is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "f8c8814edf3fa82cb70bad7122e2ebb3e2cbd9aa13c36c7c8fedb603fc6db480", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are not duplicates: one is a workflow change to convert PRs to draft, while the other is a CI/branch experiment with an unrelated code edit in modeling_utils. They do not appear to target the same concrete bug or change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46845 is the more substantive and coherent of the two because it centers on the CI caller/branch change, whereas #44965 is a vague placeholder-style workflow edit with little clear intent.", + "best_issue_reason": null, + "best_pr_reason": "PR #46845 is the best representative of the cluster despite its rough diff, since it has a clearer CI-related purpose and more discussion activity than #44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes: #44965 modifies a workflow to convert PRs to draft, while #46845 changes the PR CI caller/branch setup and also contains an unrelated modeling_utils edit. They do not fix the same concrete problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "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": "5662205aea891dc194fe39429e3c30825dce86af3b30d18a3cdf2d9dd8772d27", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related by the general theme of module/kernel fusion, but they target different layers and are not the same change. PR #44979 introduces a new generic Module Fusion API and tests; PR #45363 wires n-to-1 kernel fusion into KernelConfig and model loading/integration code. They could complement each other, but they are not mergeable as one duplicate PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it plumbs fusion through KernelConfig, integration hooks, and model loading, with a usage example. It appears to be the more complete implementation rather than just the underlying API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it describes an actionable kernel-fusion feature with explicit integration points and a working example, whereas #44979 is mainly the lower-level API foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but not the same underlying change. #44979 adds a generic module-fusion API and tests; #45363 implements n-to-1 kernel fusion via KernelConfig and integration plumbing. They touch different code paths and would not plausibly be merged into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "e5a953c0802707bb32b1109992b0cd1a35fa39c8bbe72ffe38324fb6f62f0d02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "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 are the same fix for the Mistral regex pre-tokenizer AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it adds tests, while 45086 is the earlier code-only variant.", + "confidence": 0.98, + "canonical_issue_reason": "Both PRs explicitly target the same underlying bug tracker, issue #45081, so that is the shared canonical issue reference for the cluster.", + "canonical_pr_reason": "PR #45317 is the best canonical PR because it contains the same code-path fix as #45086 plus test coverage, making it the more complete and likely final version of the patch.", + "best_issue_reason": "Issue #45081 is the only shared issue reference and cleanly represents the underlying bug, but no issue artifact is present in this cluster.", + "best_pr_reason": "PR #45317 is the strongest representative of the fix because it implements the same patch as #45086 and adds verification in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same concrete patch in the same file; the second PR just adds tests, so these are duplicate fix attempts for the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "bf044e538aa2215c11b46e353cac0df5cae0ed38dcf2234b34c8ee210e35558a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH model-family PRs, but they are not the same change: one is a narrow refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid, while the other is a broader implementation split that adds NemotronHDense/NemotronHSparse docs, auto-mappings, configs, and tests. Shared base files are expected and do not indicate duplicate PRs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it represents the more complete user-facing model-family change, adding the dense/sparse variants plus docs, auto mappings, and tests. PR #45115 is a narrower refactor/conversion-mapping step that overlaps only at the base NemotronH implementation level.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative because it covers the broader end-state behavior and packaging of NemotronH rather than only internal inheritance and checkpoint conversion renames.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different concrete scope: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding conversion-key renames, while #45569 introduces the dense/sparse model split with docs, auto-mapping, and tests. They overlap in shared model files but are not mergeable as one single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "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": "17de96468c1c607bb434b64bbad69d1310278169a10dd942780cf7027ac055cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs share a heterogeneous-configuration feature area, but they are not the same change: #45333 is config-only, while #45332 adds broader heterogeneous model support including per-layer modeling, cache, masking, and extra integration code. They overlap in shared config/docs/tests files, but the concrete code-path scope differs enough that they should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader, more complete change set: its title and file list cover heterogeneous model support beyond configuration, including modeling, cache, masking, and integration utilities. #45333 is a narrower per-layer configuration-only PR that appears to be a subset/slice rather than the same PR.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative of the cluster because it subsumes the configuration work in #45333 and covers the larger end-to-end heterogeneous modeling feature. #45333 is narrower and better viewed as a partial or preparatory implementation, not the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: despite overlapping docs/config/tests, #45332 adds heterogeneous model support and multiple runtime components, while #45333 is only per-layer configuration. They do not look like the same concrete fix and would not cleanly 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": 21, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "399ae801cf319e4d43f39130af5aa6d5b6694fa52ce02556370a45fa8796f4a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related and touch some of the same files, but they are different changes: one is a broad repo-wide type-checking rollout, the other adds focused typing protocols/aliases and related refinements. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it updates type-checking policy and applies type-checking annotations across many transformer modules, making it the most representative artifact for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best single representative for the cluster because it captures the main repo-wide typing effort rather than a narrower helper-type refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They share a typing theme and a few filenames, but the concrete changes differ: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols/type aliases and targeted fixes. These are not the same underlying bug or change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "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": "f9a960687090bfd706b90e47037ea772f4f55745f5a78117af80c842eaebdf36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different bugs: 45548 targets EP + ZeRO-3 loading/config serialization, while 45662 targets experts being overwritten during EP + FSDP2 loading. They overlap only superficially on modeling_utils and are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger standalone PR: it addresses a concrete overwrite bug in the EP/FSDP2 load path and changes the relevant loading/integration code paths, whereas 45548 is a narrower accelerate/ZeRO-3-specific fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete failures and code paths: 45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config handling, while 45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. Shared EP theme/modeling_utils is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "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": "1132b2f67a884e3f28d2e3ca63ff7e9d4c51d313a38a577601c5c76decc2a9e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision problem, with 45645 extending the core fix in 45639 to preserve CI log collection as well.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete end-to-end fix: it includes the xdist-safe output file change and updates the CI workflow to aggregate multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it covers the root bug plus the downstream CI log handling needed after the filename change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug and same code path in testing_utils; 45645 is a superset that also adapts the workflow to the new per-worker files, so these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "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": 25, + "component_count": 32, + "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": "c384d274f7f0441fe30e1969bd37a5dec62d23c97abf5621273a773743f08085", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a mixed CI/modeling change set, the other is a test-migration PR. They touch the same repo but not the same underlying fix/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the more coherent standalone representative; PR 45932 mixes a Grafana/CI secret change with unrelated model code edits, so it is not a good duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the cleaner, narrower PR in the cluster and is easier to triage as a representative change set than the broad, noisy 45932.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different scopes and code paths: 45932 changes CI secrets and several model implementations, while 46100 adds DDP/kernel tests and vit test migrations. They are not plausibly mergeable into one single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "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": "63ca480e42c796bd60998740dbaa19934a80c36209b12e874f82005e6b439c73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-engine changes, but they are not duplicates: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a much broader distributed branch-base PR spanning many unrelated areas.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more focused and self-contained change centered on EP + Trainer integration; PR 46269 is a broad branch-base style PR with many additional distributed edits, so it is a poorer duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 best represents the cluster because it has a clear, concrete code-path focus. PR 46269 is too broad and mixes multiple subsystems, making it less suitable as the canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: the titles and diffs show different scopes. 46126 targets EP + Trainer integration, while 46269 is a large distributed branch-base PR touching many unrelated files, so they do not look like 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": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "896dc974d3b1d18b225fc3e6a0bc65934e5c8802370c2c19256c4565fa578b54", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly small workflow-maintenance PRs with textual similarity, but they address different workflows or different concrete changes within the same workflow file. I do not see any true duplicate PR pair here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR stands out; if one must be used as a representative, PR #46554 is the most substantial standalone change in the shared pr-ci-security-gate workflow.", + "best_issue_reason": null, + "best_pr_reason": "PR #46554 is the strongest standalone PR in this set because it makes a concrete security-gate behavior change, rather than a minor metadata or permission tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and fixes: stdin piping for self-comment CI vs security checks in PR CI gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and fixes; not the same code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and concerns; self-comment CI vs reusable security-gate metadata." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and concerns; unrelated CI script change vs security-gate secrets change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows: stdin handling in self-comment CI vs commit-message quoting in build-image CI." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and problems: SSH runner hardening vs benchmark trigger support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows; runner security hardening vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and fixes; SSH runner hardening vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and code paths; not a duplicate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and code paths; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and code paths; unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but anti-slop permissions and benchmark dispatch support are different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow behaviors: anti-slop permissions vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and changes; not the same bug or fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions vs PR CI security-gate logic are different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow jobs and triggers; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Reviewer assignment checkout ref vs build CI shell quoting are unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; not duplicates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger vs build CI command quoting are different changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and concerns; not the same concrete fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI, but one fixes shell handling in build-image detection and the other adds PR security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and fixes; build-image command quoting vs PR CI permissions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but distinct fixes: checkout/diff checks vs permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different changes: security checks vs reusable workflow call note." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different changes: security checks vs secrets inheritance." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but permissions/approval gating vs reusable workflow note; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but permissions/approval gating vs secrets inheritance; distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but comment/update vs secrets inheritance; not a duplicate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated shell/metadata changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Runner env cleanup vs reusable workflow note are unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows: build-image detection vs security-gate secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows: runner environment cleanup vs security-gate secrets handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "52bb9b71deeb941d39c647b7b410701c23d5c074e3b04aee15afdafb008cff44", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open security-focused PRs, but they fix different path-traversal entry points in different code paths: sharded checkpoint index resolution vs. `transformers_weights` config loading. Similar theme, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs address different file-resolution paths and different attack surfaces, so they should not be deduplicated.", + "best_issue_reason": null, + "best_pr_reason": "PR #46281 is the cleaner representative of the cluster because it directly hardens sharded-checkpoint filename resolution in `hub.py` with a clear containment check and exploit path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal fixes, but they target different inputs (`weight_map` shard filenames vs. `transformers_weights`) and different loader code paths/files, so they are not the same PR-worthy 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": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "9a48d6c59250115f0c99d2714b4241d5ffcc447088d1b2c98e0d29e48884ad37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated tokenizer PRs: one fixes CodeLlama decode stripping, the other fixes DeepSeek checkpoint tokenizer-class resolution. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "46574 is the cleaner canonical representative: it fixes a single concrete decode-path bug in CodeLlama with a narrowly scoped code change and tests. 46580 addresses a separate checkpoint-to-tokenizer-class mapping problem for DeepSeek.", + "best_issue_reason": null, + "best_pr_reason": "46574 is the strongest standalone PR in this set because it targets one specific failure mode and is easier to validate and merge independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different code paths: CodeLlama leading-space decode behavior vs DeepSeek hub tokenizer-class selection. 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": 31, + "component_count": 32, + "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-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "e2c2e7cab13101be0ac5532f59dd4a4f668dabd1a304840cca4e65b6e1cf532f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These open PRs are not duplicates: one is a cache-layer validation fix, one fixes prompt lookup decoding length accounting, and one tightens generation input validation for empty token lists. They share only broad generation/cache themes, not the same underlying bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs fix different concrete problems in different code paths, so there is no duplicate target to merge around.", + "best_issue_reason": null, + "best_pr_reason": "46993 is the clearest standalone representative of a concrete runtime bug fix with a focused code change and test coverage, but it is not duplicate-equivalent to the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and failures: QuantizedCache layer-type validation in cache_utils vs prompt lookup decoding max_length handling in candidate_generator." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but they fix different bugs: candidate generation length budgeting vs validation of empty bad_words_ids/sequence_bias inputs. 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": 32, + "component_count": 32, + "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-46847-2", + "nodes": [ + "pull_request:46847", + "pull_request:47009" + ], + "soft_pairs": [ + "pull_request:46847|pull_request:47009" + ], + "prepared_review_unit_hash": "07de5321bc3785a2c564594595e3d78aed8fcad9ed51b5d8f69144562eac378a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are near-identical Qwen3.5 TP-plan updates for the same model paths and the same tracked issue (#46846). They appear to be duplicate attempts at the same fix, with 46847 being the slightly earlier submission.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is included in the cluster itself; both PRs explicitly target the same external issue #46846.", + "canonical_pr_reason": "Pick PR #46847 as canonical: it was created earlier, has more review/inbound activity, and covers the same files and same linear_attn TP-plan entries as #47009.", + "best_issue_reason": null, + "best_pr_reason": "PR #46847 is the best representative because it is the earlier and slightly more discussed version of the same Qwen3.5 base_model_tp_plan change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "Same underlying code change: both modify the Qwen3.5 TP-plan configuration for linear_attn modules in the same files, with matching issue target and essentially identical diff content." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/manifest.json b/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..23c093309eff283d2534a3ddf67346e4f8ac7c4a --- /dev/null +++ b/snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260703t120023z", + "artifacts": { + "hybrid": "snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-03T12:13:05Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260703T120023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260703T120023Z/manifest.json b/snapshots/20260703T120023Z/manifest.json index 47e9647dad49f3ab78248c255fb7cf53ddd2508e..16343b05801b73b78ff7d9c6cb4e0c3d7fd6fa41 100644 --- a/snapshots/20260703T120023Z/manifest.json +++ b/snapshots/20260703T120023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1141 }, "extracted_at": "2026-07-03T12:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260703t120023z", + "runs": { + "hybrid-model-20260703t120023z": { + "analysis_id": "hybrid-model-20260703t120023z", + "artifacts": { + "hybrid": "snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260703T120023Z/analysis-runs/hybrid-model-20260703t120023z/manifest.json", + "model": null, + "published_at": "2026-07-03T12:13:05Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260703T120023Z", "watermark": {